{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# 过拟合\n",
    "\n",
    "## 正则化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一般地， 参数$\\theta$的稀疏性约束通过约束参数$\\theta$的L范数实现，即$$\\Omega(\\theta) = \\sum_{\\theta_i}\\|\\theta_i\\|_l $$其中$\\|\\theta_i\\|_l$表示参数$\\theta_i$的$l$范数。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### L0正则化\n",
    "\n",
    "L0 正则化是指采用 L0 范数作为稀疏性惩罚项$\\Omega(\\theta)$的正则化计算方式，即$$\\Omega(\\theta) = \\sum_{\\theta_i}\\|\\theta_i\\|_0 $$其中L0范数$\\|\\theta_i\\|_0$定义为$\\theta_i$中非零元素的个数。  \n",
    "由于L0范数$\\|\\theta_i\\|_0$不可导，不能利用梯度下降算法进行优化，在神经网络中使用的并不多。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### L1正则化\n",
    "\n",
    "采用 L1 范数作为稀疏性惩罚项$\\Omega(\\theta)$的正则化计算方式叫作 L1 正则化，即$$\\Omega(\\theta) = \\sum_{\\theta_i}\\|\\theta_i\\|_1 $$其中L1范数$\\|\\theta_i\\|_1$定义为张量$\\theta_i$中所有元素的绝对值之和。  \n",
    "L1 正则化也叫 Lasso Regularization，它是连续可导的，在神经网络中使用广泛。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=18, shape=(), dtype=float32, numpy=16.066767>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "\n",
    "# 创建网络参数 w1,w2\n",
    "w1 = tf.random.normal([4,3])\n",
    "w2 = tf.random.normal([4,2])\n",
    "# 计算 L1 正则化项\n",
    "loss_reg = tf.reduce_sum(tf.math.abs(w1)) + tf.reduce_sum(tf.math.abs(w2))\n",
    "loss_reg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### L2正则化\n",
    "\n",
    "采用 L2 范数作为稀疏性惩罚项$\\Omega(\\theta)$的正则化计算方式叫作 L2 正则化，即$$\\Omega(\\theta) = \\sum_{\\theta_i}\\|\\theta_i\\|_2 $$其中L2范数$\\|\\theta_i\\|_2$定义为张量$\\theta_i$中所有元素的平方和。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tf.Tensor: id=37, shape=(), dtype=float32, numpy=17.855864>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建网络参数 w1,w2\n",
    "w1 = tf.random.normal([4,3])\n",
    "w2 = tf.random.normal([4,2])\n",
    "# 计算 L2 正则化项\n",
    "loss_reg = tf.reduce_sum(tf.square(w1)) + tf.reduce_sum(tf.square(w2))\n",
    "loss_reg"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据增强"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 512, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "from imageio import imread, imwrite\n",
    "import os\n",
    "\n",
    "img = imread('lena512color.tiff')\n",
    " \n",
    "print(img.shape)\n",
    "plt.imshow(img)\n",
    "plt.axis('off')\n",
    "# 转换格式成png，否则无法进行tensorflow图像处理\n",
    "if not os.path.isfile(\"lena512color.png\"):\n",
    "    imwrite(im=img, format='png', uri='lena512color.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess(x):\n",
    "    # 预处理函数\n",
    "    # x: 图片的路径\n",
    "    x = tf.io.read_file(x)\n",
    "    x = tf.image.decode_jpeg(x, channels=3) # RGBA\n",
    "    # 图片缩放到 244x244 大小，这个大小根据网络设定自行调整\n",
    "    x = tf.image.resize(x, [244, 244])\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 243.5, 243.5, -0.5)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAADnCAYAAADl9EEgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy8S49sSZLf9zMzdz8nIu+tV1d3sR/zEkQOMORQOwGUFoKkhTDQWgS00yfRB5A+AvUFtBEgcC8IAiQOBcyAI46aFLun31PV1VOPe/NmRsRxdzPTwqO5mi4CtWEvrm9vZVZGnGNm/5e5ZCZvz9vz9vz2Hf33/Qe8PW/P2/O3n7fF+fa8Pb+l521xvj1vz2/peVucb8/b81t63hbn2/P2/Jae8lX/+PP/4b9Pz4KNJ8Qano7UZN4OMEOYiN+Y2rCAzB2LR0QKbBtFJ1oLlEqpxszEDOIp8UtwvVx5fh08fvrIL18PLiOxbUO0YyhNBIlEN4eZhCRiFfGJmEACkowEdcdUKFvjXIW4HtRzI2shpnLWgZiSY1L2SqqRXsg40BcFGYa7ozLgSKIB6cCG1IrKBtcvMTWiChaKSJJZQJwEUsHDKHkQZSc8EBJRUA10BrNu+NypeuOoLyn9iueE7IwQqgXFk+CBUR1DKHMAE1LRDLLt4B1h4ghII7vD6UxpxrheYXZm7miZKIXhHVAMQYtACsc4qBJ4FJpVAsFlEqGoD6iNTsLFGaZ0D+acOMl8ukIK75x3PvyoUOsZ3Qp6fqDJBXYQLUwz7Pkgj0koUA3jBPMZMSOkYdLJfiVth3RUgkhHQwg1RJNUSK2kKDIG2hqBIN6JMWFLPvpP/y7l4YxoReuOMUkzxvMjX378iv/jf/rXxHDKrjSBtkFBcVXOVhgxKRbEBK87kkAWynxESiFSCIUNIQlCKiYQcVBJLrfCdlKyNGQOJCepEx+VfgTKIIvwnY++wXt/8CFWOn/zk1/xD/7HfyJ/W/29nZxvz9vzW3q+ujg1YLxBNJE8gCCuA82OzYF4R6ZgM5F0EiNqYYbgIQiyhhtKAiUTiWdUBpEDphDXZyKAYhABvaMOMQS3Qmoiw0Gc8CB9otPJCKIPZHR0OKoBDuGOeGDNyAg0ByXW35G5/iaRhEjcBGGAgw9HCRAFErSu6YggakASpmTZEG0gAIKYAxMlCFGEAEk4blgMRITMAE9mbhAH2EDngR1PhCYZE5lgHiSCpgCOxCDNuY1khkIGHoH7JDJJZE3TMRBNwgOOgQikKANH5yQ8aJoIa/JOCj4SnUHYA8r6XULAvD81VWw44gki603xxASYkxRDIhk+8D5gJusBdIhC+gm4PzuCrI7i6JjgHaavvz9u65kqEBMiSDc0FyrRGFAWSpJ5rK9dlRiOxLHQUwoxGzk6hCIS611CCAZiG3UviEzIREYHEVIrgrD5jcyOVCGSOyqEzMGMzggF72g6qgsxakKkkwwohoehdFwEzYGFIwpxf5ZVQcIRK6R3nr984m9+/Dnf//7jbyy/r4S13h0YBBX1C2IbEk/kbNAciSQzIQekYfEaLEhxShhuxiaKZIc8AwHRwG8wbiRnEieKUMeBDWfcOlSlFSjlBDXJmdCdGglSmNMXXCwJY1LuL46QlEg8hFYMWqHqQLY3BBtyrM9ABJkOCWZCjiCtomHMfuNUN2ZOpimkUuYT3pMmCglOkJJ4D2ptSEwCp82BVyM9EE5kDoiBUJiyvmpxQ+cT7jDfOWPPT+iLM3G5rP40E0IQnmF/QU6nmAOO+6TUEy5KDcdVkIBEMAHJK5mV9KRKojK5srPlYIZSvJMBYhcshGmFGlfCNsjA0skcJBviziSRMHw4KWcsOyMmD1l5lCuhRk84ptK2ScaOzBvRCpkTiZ1CkCpoB2QQckKyk1VgTpDVNNGCWRIxIQcphlbHw5AR4IFYwjjW+1g6Ge8gs5OWMJz+1LHtgugG2kkCjRPWLjy8Y3zzd8784gfPJIa4UvokCKyeOI5BmZNQIzOxem8YZkjZ6AOkGCUdleRQweZEwwndUL8RbecUHZcdCBSj2hpMLpNKxerOzz55zQ//7GN+/Hny6qnzj79OcRIXVASdF/wykReBSEVOA2VnDqcUZ7Ih8wZ1W52yPFAfOhKNtAG6ilptELfO3JS8XuHpiiXEcaNLwTlIJlttTKmU51fwYqccA9/qvYNPmgYyJ51CnHbysSMNai0ojlO5udCOSW6n9THna2bd2BjIEDDD/GBUo8wbNTqzGlRjKKiDYIgfEBPZNvx2YPvDQg4jUIXIWHNHKx7PRGxAQcuGekdVSO9M5uqaEYgJkkJ7/hIpO/F8WdPcHRMly8TYyNv13tCUkKTomfQBmbg0hEF44KIoSs6J+BVqY0hQEdp0Nuv0CJCKt4Jmrt9bCvRcLz2DsLYaCINZChaOhXPbCvgzWjZiOEep7D4YgLvw/OXA9cw74xk7b6QouKFlIJsiVKImUt9F5jOSSbVkiiBZ0JyEF6ImOgrBWEUboM0QFzI6mWdmf4W0j4gB2Rz6sYq7CJ//xWe8/3cn5++8Q30BYYbaBKtsL9/jj/6Lb3Lad375/V8RXTjmxPdKP26cS8O0cBHhhIMofjvW1Ja2+OMxgcooZf3tZjQm+MSLsbnjJJrPbCF0LahtlDyQ04nr7YlfffoZ/8tfvGLcHO6F+5vOV8LayoIBoTt6NjAnZZB6xh1E8v4yJsgGoWipNEtECl6Vqfsi0rkxh+Jjg8cBcsZrAw3CjGodAmwrDBdMHU4FE2VuBWkn0mCaERoMMTDg6Q1ZQRwwBZQqSak7OgfDlXF7vk//IHJNGvH16U99LhRrBdOCxUTmxKlo+hKOSiOlILMT/UIGC6oa0MrqqDqRbGgEVg2ZV0QVv07mtPV95IZORaegskQtnRckZEFqF0QmEkkcB2aNSChSsTEJmSCCtoKJI7Uie6WQGI6KQlsCikRhzoTTzphB6AnDkVCYATiNJMUJOj2EiGP1ZCkUJqqFaY2TgZ4eKP3CVnby+kQvBdsENeV1GPNwPI0QI26OyGpEGYbUQEpg43mJhXoi2xkpglXBJChlTTLNSWnvopJI0QWz81hUIt6g9QGVGzIc6x1hoYr0JKdw/eWF+dyJ20Gmkdnvb3rhxTf/Dt/8ey/YP9iYJsz6grQl+I0x6FZQkvCB9k5VoeSgyoFKIbcXSxiKg6aTzQfhjbBCdsAqVR2sMWwjo1LyoFalPx18/lnnX/zVhSMSjwASs79VC/p3Fye5gQQwIA4kdlLOMA8snLQGMtGRZATMG7KfyRa4nTAMDUEz0PmIRjC9kCFkWRwnh7B54LbjrZAB0ztWhSpK9lgQzQ9EofUJYWuI9gnbhv4aHt2h2KCg1ytZFYsnylZQU7QoIpVpQhpk2bnZxqwN9wGRpDUKB5qTzEBTkNEp0/HzS6gNUkhJQl+ghyMjGNFwNVKM7Afxa25WC2oFcadlB4SZ4LoTFFwLarmmlCqSBUJxE2as7pzSyVJBdU2l4YSCXI5VbCRZdzIG6QXC7p8Xal5IFg9LKYgfpAQiMI+BmSJTKa3clWVBxn3Kp1DEEBS7POJbw7LTrLCdN3La4vc+uV07z6OQY+BWwTtOwQNkJmU7I7ugZqh08MAyICFqIa0TpZJFYF4QDEWRGEgYwjO6nxBAxpXQyQgl9byUdFESYXz+SP/imTg69AHZyDASoT6cee93PuDbf/9DmgkaAz8O8vmGAXIcqAuqhS6JFEMk6X2iYpR5RUhUNnSAU3HNRX02RaPjuqHi1D3Z9qCcKq+vzk8/fs0//5ev+atHX6isJqJ6Ry1foziDBS3SlUxD4rZgLpPQA6GuzlWMtILYCc2B2APCgWcn8oqPxNnw4RgTJPDoZCTIYGTA9QklUA0scvEpNZJOphC3G+kQVohSmLZjKuhtAutLZDqVpM4lIuhI3AvhBQcyctklKJaF0g+sBGUK0gpqQY5J0oBArUJZk2S6s7mTfiVrRaRBHIQGoGQpWBFSFxzW6Pi+Y5KU6HjCKBO1O3cS0Lv4kGUVtSokivdYPDuPBZdTiDRkJjXmvYhOZDsh6YgoMg/QglTugsQkZSN7IFaQY2IqiDUqSYpSSHQOWoMSSmBIBNI2pE9UE3QwFErdsO7QHdFEvVPTaU2JVNKD3oMrZ1KgT0UiyExcCh5JygNiO2YGoVA20ta0FSmoOKovoPYlqokhtpMk4RVmR+q+RLs01Acic02hTPBOunD9+MJ480zOC+QkCQintMb5/Z1v/d5L3v3uGe+dCOcqbc1fEcQUccXE0HSKGGUvyCYUjEOS2JRshlVIT7wsy2erwonOrgvNqApPX9z4+S9e8Wc/fObHr5854lh0Qg3pBzr86xVn5pUUW7hbDbyBD6RsaHlA8iB5QWhDmFBYAhFXGImKQJQlAAS4Q0qQLqgbVox8+W3Kh9+C8wvCbEG8TdDLxPHlzCXovi1hJIWIiSh4Vrw1ohXEQcXw8sCUxFslW0OZ5HyiaiwxJJciGuFksfuDAI2AmSjGFCGkgNj9W1IoRqTDqNg4lno6g0AJBR0D96D6QaKQgt0OIoWRBclKyQ0JsBRKLEEtZuK3QWpjYmQK/v67aDsRaWQfi8uTRHS6VjKN8EHkRMoGZYMoqICkImVj9kS2nWQViJRkhJCqpDSsFjBbjWcmkUGTQuhOuuORmM+lwroz7AVRIfcKtSAdpirDwcZghjDmgdxeE7eOyVLUSRB3kNXIpQRekiyBR0VSUAPESKswrxAV0RMaLJgOaBUyz8S4LdVdDWl1ec2iyx9VJVrj9rpz/fSZebsRfYAnmRWKUvedh4/OfPQfnqgPS3ktGRx3zs6YTIQiMDE8loc+js6MWB5777gLqRtWjVM6ey5hiHaGfUNEuT1f+cknb/jzn1358Zsb8eIFYoV62iiUpXh/xVbYVxanyoaEo/2yunITojYiEtJIBZgwnhF0Eee9obpIdIwEH4Q0PIMUkNhQEcT6EkeOG/NyIUanxiRLQUUwBelJ5mR86z2kT/IIclyXinZ9IuYzyhItvCRelEjHRKB3QiaHbmQreB8UHZiu4lZJkmRo4rJElynJyCBDCQ9iBu6OhSzrIkEquCSp427DTMyXahp3Lqdy4FSQJFWQEmvCjo7nshzCA622poEJ0ydzLv4kT29QcSSc0EYefn+Iigd4JjpXqMCLEdNX0wtBEnJM5taQ6zMpgqQSLqgMpN+I3vHLlaQg43oXhg5iBMWvlHFQDZYmPhAXmFdSd4oa1oMQ59ecKVpj0plHx33xKUfWZ4+FPJaJpQtVOEhWxG9EOD7XeyRM2AWfnbjdcHG4dlIEd8WZaChoQdPXVBwrqCG5ghVyTGI4l0+eOb68EP2ZGFcyOtxRwfbeC77xB+/xre/utJmYBTFvYIYLpAymO+NwwnLZIf5A3zZEC04ltwYqUPY7PFWkbVhpiMLzkfzgR6/55z945FevrmCVfL6gUhiPzwST0hJp9etOTgeXBUf0BSCUuKBZSDlWJMYMsYqWimpZL17uZAkiFZdCegIbHkJYLHWtvrt457xSc2CRDPflgUkgY+Ia0BT97JEhSWiuyYMjzShtQUCAqobOiRyPxFwCiWXSYmLpCEbvQFGKNaRU4phIh/RBpFPSqJaIx7LWUpCZeMaCiapIjoUU3EELRQuxtcWhii6eNRf8dpT05QfWOckYaM6V8olJXB9RVWQOar/R/IrMhSoiEsm5vGQZhAiaSXFBreBZGCg838ASFRhS8OkgSYmxEly5lE8VxTHEFEqiBJIHIUr2C1ITWMWSGD4HAhhlIZzpVF9eY26VMiZJ0mMu4aZU/PTAEYaPwCNhFki9c95OCMQxlictg4VGV5N0DyIL4UtUzCLgIHWAbcuuuPvmacvuSBdCdljfBKlCtI0kOZ7h+ssr8zbJe9NMUVCjbDsPH5759h+9g76/cZ2C1cocq2ljhpphIrTZEXFSnXN/QqIjMeB6oOHk7EyMaSeqKTI7tzedH//wS/78c+ELPdGtUs4VPTVyHpSYILr+H181HL+qOPELoctXEH9CuQKFwGHqIsx+j6eVAXpgc0M80RS0gPogfeLzRua2Or4EyEFJX4Zxv5L9oPbBuDkxlakgniu8MAcmhkgFUcILOidD2uIwY6Dui+/ZCdUkpTBKQbSjNISOFiW7EzFZ4u5EYoKtAAHS0RRSy/IbE7I+rCBBCJlLDS79BjPIGIwJOiYRTs1OmfeeFVdEN2yrZNmgJGRdYlIUNFaggjHIOVfTiiDzejeyl1gmYyzxSYQ5J0Oc8fyGnB29XNakHkl6ssdAVTBdIo6bEVkgJz5zCT2RaBqxvVgqdVl+XKYRVoClylPbPeQQEEsEGS3Q0wnNgDQK0GYgM9hn0OZ6L4qDHhP39XebCjLreu4auJ4g5Y5eJriTUsg8ULmhLA6XMpmscIGxfGlR0HmANUJtmf1ZF2dPyHDENkIa109ec/vsFeHPMB3yXqCtsr14hw9+/0M++oP3yN7JY0A46X3FMUTQraJiYEoRX3A3C1orURt5O+5hB6fpgczB83Hlhz/5jD/90Rt+9XhbOsJxML94xPogbxc0nQd1XmjC6F+vOLW+Q1FB1UkB1e2uViWUWImSxhrvWmkFvN7wsqYRoWQfC77OXBlQudsuec9PziupsWwHDabGagjpK6UyoacshVEhC3gGY3+5oF5AbDtDbX2YdMKMDKchpJ05ZidkFcm0RgrkuBHSEDUcwWeu/G5MYg7SoJRE6ORQ2M542cnciaxkOS8YGQdRDNUgvRIBFrKMfIKYA20bsj+g6UTCMYOMZEhh9InMgQ8jQ0EbaoJHMlSYqUiflClkPd9fro3CRFSWWKZAqXRrmAQhhtZKppKstI0USNkJUYZucHsCEgllaEHnQZ1rKvgQTBUiiAhmJFEG7TpgLPOCvWCsYFeVjhVjr0ptRpouZVhy2W2uDBSZbSW9rEAsXp/ayATmAItl8wSU6GhUxDekLX5sWhErYGWlfkzRshJaiSCaWIJoIFwZfeP66QV/XvCXUPAAGraf2D544KN/8D7vf/eBnM5IIaQScxJpxEyO9TWstJYs2Bu+eKo1QASrbdk2NvjJv/qMP/3+l/zq8Yofg/l8LGTZFE/FaqOaocV46oG+/8HXnJxxRWMiWpA4mKy4U1qgsiT7QlJfnNDzRmx1cdNwpIDGBdFYcEaMEq+XWX5uiAibJXaqK9xdBLGdrTUojZFGiCARGIpZu6c1jBQ4PT+RfWLijDFX15usqTSclElerigTEbAEbjdkLE4JiqoyptKyUUh6fQfvhoeDG70PFAEdcHmkjAU1VQsqihioKdw6A6FnRV6+R2wVGRcy5pogt4OYHTIoCPtDY26KkniBW9mZmbgmx9P/Ro4DxSkBWlYqKkjEr8joTFcODbT6mqokfp2IT2YtxBBiOnJLIjuBkvL5XbYvlDEYm9FU0b5Qx4UTVxozd6yB34RUxzA2fWDLxdd8rs+Q8W9ATnhsgCLXC0c8keUNcwrRr/T5TFwncVzJOAh3ohf0OghlPS/fkaxgDZkvyHoHevY/I2UFMshJwfHs912HAvsN04Ow/xUrgpRcCno5Y7rTZAfgy58NPvk/P+Hy8z/Hjz8l4/8m4heEPLK/9w2+/cf/kH/03/0Jv/+f/LcEf0KPv4NHUP3KCGB0sndin2i5YZstdxGHUsktOMUr+s354SfBP/3h9/jrN7+Lnt6hbR3lU4yDJg/UUjifHkDhdh1oM3x8/hvL7ysTQtlOZMyl9ulG8kTaOxQRJgF1JW00YqVOZJCpa9qIwghCz6tY6YQ0ogR26YxszPGa0YXhwpwD96TVHW7P1K2ht4mdlcxY/lwqKOgMjq3BuK3JUwvmCUUxDaQUcsaKb6VSdRn03ZKIQY0KLMh13pQIRwVs3qCNBcndMUmiXynygrnvlHwkshHjiqjgsmNjkqKYJT4L49YxBqPtFIm1oZALtgXBmB3rY7XFWPwx5n2rZQTYf05wj8xtRtyuTC0YHc2CmtDmBTVj6okQR7SRdSnZzI1ZB5IF2W5onMgYiP0ecEFlKebnMC4UTHXRi1qRHotmSIHq4IELFLtyHUqNpUPknBz8PVwmxSbhkPuJGhW7JlYPSiwFecnoFe0OeUO2E6KTyLtHnlcyD1baIonRMAYR/w2ok9IIr2RRdBPyWNYVXYheKOUfk7G+n0inMOjzHmDwSZXOuBRurz/kRf4BmQ8QBq0RDKwMyv6Kh997Tf3+D/CnC0OMI5e/H1qpauRRMDlABTmdKX7QAs5l5/o0+fkvPuOf/eCR0TvbVpBpSHtBK+9SzRnFqW8OFKOXisnEROH6dUMIfkIRRAqyKbbtmILrDS1lpTgMUn2t0FBXoJ2CXm5Lket95aG1IvNAZ0dMKT7BV5qlpBN1RySY/Up5OGNzQlWu04gIbq70dHwG0SrMJNsL9FzQ1pjV0AwCYfaAuhNamN6RAYeDdrBieF8TJ0PwuBA+ETOknVHdsJgrNZOVSMMLcHxJf+749QnTZWrHbXITXZ+/O6GyEk9eqTmI4cS4YqPD7VjrbWFkUWoYtFwPSWOtm+1nTC/o3kAd9SswEZncMHxMPBLXwuEJuUQvZl/+KUJIYD6WbeSVHAeCUcYb6nQyHVGhh2Dp1EwiYPOglqDqekbMSUkBCuN2w65XGJdVMDi1VYxEitBFyXBUhRn7CpQUIaYypq2gPpVslT6deQzEx+LC5N0aqSuNlsaMHYaQ0VZTZk0rGXkPYzgSBmWsn6cjBhG2eLotz9rCyGxowvNPXxP9WIsHwuK5WUAbrT3wrd/d+PYfvYf4ojWko7lU+0ynC4goqcJJJrUUiimPj6/4/o++5J/91RMfXxxKIYrCi315sShZwEYwi+A5lw5TKqNPjt9MOf8dxWnrJVaZZF6WeBHHUhhFMbN/62USiYbABPGxjGPTpXAKqCpqFdfGnMtkjlLu6okQtyscgznBnwcHgotgckOqoibI3TLQOydcAemCjhtjOjNz8ddNKP0CulIyLkFm4BlEV2Rfqmr65KZCz8mcg5yXta8YuXQQC1wVHc+EVvThXbRUphpjDsTWdM2VKVhK77SVfHK9T9TCUFvTeQ5OMldSSp2IjekF6UG1ivSxbIbLE8hkXB1xoxwT65NRNo5YSZiqic+xYmMTujdCwQgkFI2xBC8RIuO+HaEsZr5eGk1WhHITrgHhv1ZD290PVkwc00ZsJ9yUOYN5erF+VzHc1/JSzoQjEJvIvJETiq3ASaSRvjxHcYhaCRGyvEBTSW2rQR4TK4bEgVhbBRIr1STZ0VJXvFIdwoH3wBXRFXyXnCtSOW/kMRFbNIQxOZ4G8/pMjgkxlo99jxvqw5n9nY3f+ftnbj2ZArdZObwDwbxvDF0mC/1IRYry5esbP/jFjT/72ZWPn4PcTytBOgZFoG4FaiJbg1OB/USWRkjFnwY+gtz231h+XwlrxQTPikmg/j6iV6ZtVBQRXz89CxJ9xbDG0woiRFtrUH5fscmVzhFdKzOQdCnUGdz6gfegSfKmFGoxvCiWoK2Bnol5hREUUSSNnitVsQnMcdANqieKUN3RYqQUKErOJOqJzIltMNzYCXIcTGnsaoSssPychqmSEcuGGU7khLphR18FgS9fUwSsLpM6g9kKMjpilYxcSvXanqKoLA9UKqmBe1Cq4FJR71ALlgeFYKjix/MKQJitzQ9yqbt5oCG4FHQ60pZdQ4nF8acQPglRzAdjOqUV/BiMsq8qzlxWVcwFW8uO5KSqELIW/GIOVA37tVhra2qJD3IangcVgdEpbUd1rnxs+tpMKUlEEFHA10R1bfdGPoi5I3GQel1dLX2tFeqKXY4imN+g7Nz9lrWSNZM0X8pvgsTTWqObEFpgjvvyW4W8kLl0hQA0hOPVBXt4QFxBtzWFhRXz3F7y8sMb24vC7IGrwJh0bbRMZr9i7Uw1w+LgdnX++pMv+X9/+oYvbgEC0Q+2ujNY6MPGjSmBY+QceDF8xl2X6UxtyDG+3uSUcUEjkQwkJ07BMhGbUA1JIccKEISP1ZX6II/bWo0qbSm00ZFM8v6wsmzocLwCuqJ/A6NmWSrvZIWjx0CPZ9I7bAVrSmhh39sSfXwyUWyu8DQWRAgzjSDZ8SXYjAulD3IYTRzNxO5GtvclepQMak4YfYUgxNDasG2HupHbmegXPJKYHfdAwqnjtlaiQlAJEkerrs9bWQhiOlPtvo41kKqw77TxRNOkLpmZHiCm1LrTzQhR3OfyLlkxtUMTYtyV2ER0ItMovRMReAgF1guK4iGY2Yr8BWA7WXZSd1ILpdh9r3NF99QTTVBJPJOphWMOtKyYYJOk4Xiu3LAHhA66OKG+hKg+kAIeHY1kZSs60fvaeXUn89f5asNiQfSciStrv5bK4fvdGjEyZK36HQkZCxFErMsqsqP9SviycgIhPFd+2CviA8nB5RfPjDc3cjiSDjHJsLVuuO20lxvvf++MTCfGJO5q+hHL3otISoXb5eAnP/0b/sVPn/nVc+KxxK0igghse8VqQV6+xPaNKXeEEktlljFItaW2z98c3/tqQaisKyEWl7qiseM1KHUDIHqHkWvxVSoZAGdQReSClSe070S5L19LolJXNywVjgba19aKwKHO3irgFFbYYaK0UkmfDL0v+IahNdfDz2XDEIpsBZlQzCgJM1ZHKwJhSquTSMEzUFMKoMVXMetdBMJW9rcuL1LqCRmOZCfKCYZx6KRaJUvcm5euPPC2wTHv4YWBRiVaIm1H+w1wZKwrUOTpxhAlqcvf1IpLw9//kCnO+Q//A0YYt5/9HN0a1y9fITkZrx8pcaNrIH1de1HnhdkMUCTXBJzu1HYiZl98Wu7r1DmX3aircGUOop2xDGTbkeMJs8ZIwaRg6ZwQOqC2EUAfa6cxbU2rmIpJ4mU1iX7e2cKX2BU3xCoxV5A8E2I6ZhNGWVsx0laUdq2ar6SPKM1YLzSBGWs3ViCzLI6bToQRCCmVmA7W0alkVCRv92tZdpiD66cX9o9eUR42zK6wvSBlgkyQgu3v8J0//JDPf3GBHoQKZoKeH8jrQJvy9Hjw1x8/8xc/ufLJLQn034ZAqIIy0NSVCx8DolDuHFdEYUuOKxVM+cYAACAASURBVGgFy8TrbxaEvhrWygPRDjSTmAa70LKjbotTHZMcB0xbnDQc1U7YCdmNdIPaUF9+nO3nJQjFI8FLVGXx12bU+31Dg0b7tVKoB6WegElKpZYkVInb4sKlVsZcEcGsjSIsSOxXXBtVhR5KMcWGkK6Qg2JlJUxKQWXxwSJJyI7IgAi0DCxhXp4QKxQpayUtLrRY8UDZd2KsffvcDPFGjEFpjufy5Gxc0AL99D769CnRTsw+4OED4rvfoT9/SdQHIgd+epeyG+/+/kvGL1+zn9/j9Me/i6pRt48Ys8DpxPPPPqN3pf+rP6e9esVUIXviCZsZbpVCoH2A3heWSzJ0UZLIscIc5c53RidkLT9rtOVP35fGIyeZJ2y8oecDmUExmJ5oBnXc6Y0HrmCSWLBgc25gJ8Tn/eYDiGhYBQ9FxMhYgpVornTS0AU17YzeFXoxR8OWiDcDlU7qw5qUUpF+w0tBlPuNHEoUQeay40IVbZW8DS6/GOzv+NrzrM+I3NfGEqSe+PAP3+fbP33k0x88wum8bldIaHUQKD/60Rf85c+e+HxMZlSaFUKDmFdUGslOlkR9otvKLcv91or+fCEOQXSJZVJYNOPrFCdxWSJPJGKBqWHtPSQuxExiHuRN8OORcEO0oOWKPby7Ynfi+LiANoo5MQHpiBjCIB1KMcpxJXxiPZYAEUK2Bl3wdLaiHARzrKxtEqga4bBvwrwpzQbNCxQnOa1pmcY5b0wXhKXaStsXr/QbqNy3UMDVUMaCh9tdLTSltE5eHXkomB/LlNczrr52LiOQlrgLMi9sljCSQufwir/zO/j7L5kUyvc+Imah6DOXNwfRCrp9j/Ze4/zuhesvFX3/Rv8yKC8b9f3KIRs8fcatn5B9MD97zf6t93m3KvLH/yVlCAfCcUwe//ITnj/+hPj8U3RMzienqJL9yqRR6cxieD1TxvWeSZ0rKJCFzE6WBtEpqVQm11TGeCTjzMk6T76aWgknjmAoXEflQQ5yBLPANm/Iqdyz16CylpHRFd4v1w4N4pC1jK4TsjBT2Gri9oD2N+vnRMi5kXkja6J3qC7jcyIbOr/Ay/rvJw/M6Yu73i5kNdRuZG8QKx9++eUjcem89w+/wf7tD2AveAZSd8Iq73/vu/zxf628/3/9nB//P4+UzRANytb44U+/5H//N6+5sS4GKxqEr88t9UTrk3ISYnSmGfl0W7llhx43ug+qFPYiXBlInNCYX3Ny5kbGZWkTnDDr4F+sHOSoyGHEeMa7E33FvmxXVK4Q7xB6ReqJ6JUoNxSDzHXFR0yUgxgTEadIJeJ5QSFbkvs7m3Az5aZGZTBioq0iI9bNaHGgY8WpqMa8OhmF/WEld3bLZVgLDN1ROqoV8yc8z6SvGJrgtM5Kr5RCto1ye0J8Aeyyr4ihM5jbhrsuVXTecH2BXt5gdSAzmVLva07Qv/UdhjqK0ORKtTN++ZJXj0l5uVHHje2bL2i3z7l98G2s/nxB4FoopaP+jL25Ih+8ZP7qV/TxPs2UrAWuv+Qqv8vp+RO2b/0eL7ZHPviPP6T3b/L53wRPf/mvefNXP+Z8eiC3E/uWxG0ys2LjGTsOZisYhSOMVm7curAVIQ5D6qTnhm2GdiGrIf4MYyVcPbgXVsHGbU207cTRnIeHRmbFONBYNyFgGzESacdaivCC4EQUXBq7XqgIeVxJvRG0tY2SjaAzUfTGEquYhNuyraRi/cBlW84CgsxjIawU+hDMjpWdnYLM4PLFM9tPob1oqO1LlyiQBHJ6yfnD4Jv/kfL60/+P/sXE8+DjLzr/8ocXjilYgJ0Ej4LqpNSKjontD5DPpDV0HKgoY861gO5Gs6ScKjDhout2B/maPqf4a7TeFw83sNnBC9IHxDPhbxiXG3GbjOsV70mRCiZoPlOzrpSM3bBIzB04kfUlVfLOJYRiwpwH84h1bcNxJTLofTKvk/BJzkS6EFfIMEZUbuUFPhs+E39cgexqiSOobmv5VsrSl4og5by2TeQlcPf8BIi1h6nnAvtOub4hIu+xsr6urEhAN/wGWz5Bn4Q9kFXIeiJ5l1Hf4yLf4Lq/y6v6beo7jcwN141e310ebDZO7zWyw3ZyjjeDW+7Ir14xnjo+PyA+/Zgh79DPH9IeJuN5o+xn9hcViWficOzD95HPfo48gF/fcI0HolW2mnzvD17yvT/5R7z7X/1njHmBHPRXj8Rxu4sgQpeKZGOkkjoZ8bCWvUOQavQ4o3TiOCCDGUGv++JJUhBrBKyrPa1wlJ15O9gzketYNlskooHGFcYzGk/I4YQsfhkUvFZUl8KMGfhGxpkYSURj2FLMcwzCbwsaq+Dq9wvb1rWZporcJivlX1Z4PhtmO5oNnXc1WYVw4fUvnri+fkMeVyRuy02ItVn1/3P2Lr+arul51+9+Tu/7HdZatapq7117d+/u3W7b3T7ENukYOxGRgm2BbEBkEBQQAokBioIEQmKAhITEn8CAITDLgEhMGDBBiCAlQnaQcewcOmnbbbu9ex+qaq31nd7Dc7oZ3F/3rDvSLqlGpVLVWut7Tvd1Xb8rbG94/v6eD771ARIcrz+b+b3fO/CwZtR3ZOtxYSRGZUieJDCOI7iK+g2+2w2kaGDOlfWquw83t/i1kMtgwf4A4ce8OX/84lShV0vje1npaTDWSwO9dNrcKWtlnTp1zeRlpW8jvntE9nRplvJ39g2TYKkVNdsthA1dHAuJ1sGLo3UlFyFoIzi1CeiysNRK94rvhV470hWfC80pshvpwVHXyqIBXzKrepZiIesESF2QtuJ7Nf9taTiD4Jge2ho5V/R8uVLZnO1qMcJc0WA+Yd8q69qpTujhlpreo737deYPvkJ+ec+cAp9noewifT6bCOhXtBXqpdHqkeRg/+olrSbccqZfMnnu6O4d8ieP+F1jfVzRTz6lyojPTzgvcD7i3vmQzeU1efJs339OH17h3ERcL+S6gc0OoTLqyquf/Qr9o6+zzIU1O+YuNJ/MFAJk8XQ8ZKXn1agHqlQVoitX1pAjU2BdaWuhB9DWcXWm906RhJNAbEqK1XKZIvS6/JDQ1/2AdzYEEedwqyJa7Ge7NqpGqkY0r7QbwemCOAtHSK5IMXMJ6mji6KteKR2Z3pyZF0pGhkBvpv9InvGyEppxqpyaJ9z1jqNTJzh/5zPqYYY8Iz2adipq0tbNnne+/pKwF779nQvfm4TSE14dsjYoK4IjxEgcAz40XK/0NtusxQWqGEBuEEip46SxEsnLBY3J4nZf9M3Zwg6RgvMeCcWC1OtKX4TaPWWqLKfCUiydshuD5d1Cw4XVBGYj84IWmhQsOjsZM+d6mrqaDWwFlOLYvPse6/QGFza0nkGNCwRCdh4oxpVRI/vpDC0lXFWCFtvZDZRnecHeaWm83gYqoo2WBkJeQYXSFecbrkVcUIvKicXFxDt6sMlolw1URX7qQ5wkuNvQzgtzXjkfLqRlRqeZbXJou2edBd9P1ByQUmgt4oYKLwP9eKB3wbtMvEvXfOXIdgdt/wr35nN0eEE9HCA72vbG0IvHBbm/JV4m6v09frnQ9s9JbkaWA1lvCJvB+EfLga/99W/x6e++z5vf/n12lwNzruTWSNpw7WhXNNepDKxdCWKmVycYwUCrhcdHwTUDiflueM0VIdbF3qsuUKqwWSsEcw9Z0qcTVI1kKHpFt4wWmmhiGJISzKbZN7h8NfDUjAallYpPyUBe0nGu2kYvBRVnkkSZwe+gF0JQtBm7Kl5jh10Vl4KpBMOALgVhYf5UWF59Srh5FxdfQ7oDvEXcxh3D85UhOv7ZKTPpwIi9Pb0IqpVWCt1DlU7oUNTc510662XGh4DicLtEWzJabcWNN7fU4xHfPH740efjjz85pSFBDVchCRYHLdAU+ppZpsb5Ak/nxqXYQnDNuEFSQIPHt2BYC/F4vQZ+JdjVw1e7n4/Gp9VtRGunTo+U3FnzTKkORKibW/I1poW390TcqO38DaR1Y8AGM4kj5lrqwJx2KI3qjLfjtDG2FUkDMTRcEJo4gmTTvdSuGuI6LQhlXen9GuR+NnCXjrR24fz5ay4Pb1mezsSc8TkTvaM1T54KoBQ/UBZlnSur6/hhy+WzSpkuBFnwtzvWs+E8XYV2s0E+eSSJN5CW3CKbLX6Z8dsNwa3UKcHzEX/6jDBW3OkTcvYwCKE8wbJQu8J2JLTAl7/1Fb76N3+N+tPfZO2Rngu12mm9As1HlIqqMxiYwpw7pZm4EcThmnlXO8ZWqpg0VlxE6kL11d7+3qBoIp7UFqIYtiVUS5w4iTYd9g51FgaQVujLbFnR3iBGvA9otdNSczZ1ADsEugsgQgsDTq9mBS2IC1dLnrP3cHQEEUJSC0i7aPFCjCLZcuTp22fWB4VpRqttAJaycuhy4s/+8DVrVUKoVMHSLRiqc9h4gofgg02qo8XY1rVTxbG2RowOt2QilgzKU0MWk1vcJtrs5AstzgjeDWbFic4Qj31F1846V86nwuPUOZ2yJR68gM92fU0bpHbUNzN5uGZpcDZAtw+7BCMBrMXS7kulhQ5TNlizM5uadmjT2TQy56DY26KsUEKkhYAvoLWbDa2IZURrsxjlxRL60irdewiR0hoZYWkerzb+rxIp/gfUuKvHcl4IaeDmlz5g+CjwdDjzJ38ycX77yPrwgB4OFrytE3P01OEG3W7wwUDVfZkIsdNSwHvH0j3d6XUIEahLweUL4TaAFlg7Ghr5eMEFGIIQUwEntOpxt3u2LwdzZm0HlmWDu7nF60qeAm3cISWjpdL7iFCpS+H2buSb/9bPsP9LP8vFb5iLsNCYmy1Eo7SoXWW14VwzXbp3Mo7Ght4CtWLWy95x1+FIbw5pgqxC1g2RaldbFERs08P4R9rN2eTzivaE3ZeU3q9VC90QIH1zY/gV5+i9G9uo2lTZ1wNaHX7uOA3gIuq52kqzxfZaA8xNpeqRIDjnwSW8eJvUD4G8CtOfPqLrTOgNp8EwmIdP+O7f+w7/699/Q4+elitBK2EQJBeSEzymq9d6DV30zjSv9tRyQnLXgy1gn7dlxSWzFI5bTxI17fOLLE4vHUY1j2bJtObtjVAby6XweK48HFam3LAsrDMXkFTQ2b7ZV/iWSkLLD4YwyQYP2dARToRWuuVhg6cIiG7ouVG10rSZ68yBb1dqWQg2/eO66AKgHd/t+lxKwTlY4w5CpaaELCs6F6pL9LCxVHuMJi/4vWXz1CJmvXfbbSUQd8r4fOCf//03nKfVUhmrOaHoldoyWTeE0tGa8ccj6cq7TcnRSqNWZ6J2XwnnR6TCfFxpbWXuO0oWamnk129ZyoC72yG7LbpWcrUoXqBYsHh5QoBSbkhtQvuIS42Qj7TjQh32hNigXqgCMdnbJpfEV/6VF3z1b/4K/sN3WVVopZBxzDJQ8kKtFpXKzU6tquDdBrLpfZpGFMF7Z9qoWGihL/mK98h0Zz8H55LdYIjE6O0t7416UNVkiFar4UrLav9uieYZrKcrXb0BIx2ubF/ofUeQgkuVJtE20d6uZphg71WvQLKgv4x2zW/FTAdeUJdwRiPn8L3M5bsHRM+gMxw+5s0/+mP+l//5jzi4DdIaMUaaKL1ZTDCmiB883SviBd8w7ziermLgteChwzJlmgoteqILRPE4HznOM6+fph+5/n7sm9OHPU4vsDjqXGjLwvo0cf7szB+/LXz6WFgy3N4kWkhUlyBPqD5HdDaXhOygrvYG9cmGSeuM1hO9mNFsJSD9go/e0P7jFlrBbbZU7fjgCYOz/24vNLXojlPTkCrQQiRaLQ14z+DM6M7pAY0DsqyUlIxhs66WmqcjFKLDhPHaIUX6tBJTsHaIMfF0eOKz/+0P2L074teOWyrjIKzV0cWziQUNiZrtShhvIj5GWoi0y0La3UI9EeZAvN3hZaW0Ay3coQ8XyvrEEJ8TaqY9u2M/KOcs7LOSbzyDOzE9ReT9He7yOcujsvlwQ5SVovcMOGgCmxvCdkvMB0qN6C4x6oVaBjQkXKoEN3D/YseL/+DfQHXl4z98zff/7t+jlTNj8ly04T3EK89WQqTLbDt5KUbZC5F+pfCJE1orJA/dDQy9IQXYR9MBA+ADrk34K8e4dA91wGer4mjVIn11uhDiQFsFNwYkNjOWeGdxQTHQF+po6vE90wO4eq1DcHZSi480HYgywfYFoZ+p1YgMrtr/Z3A26ZX9c0QqT99d2ew/4eHTf8zf+Z++ze/8WcH7ga0Am4jUinphCEroldoFPZsVU3qjqrBOmXEciL4zpMCSYWkdcR31kNSz3Se0Nz57c+BxbWzij16C/5JUijFeeu9GDrhklgpP1XGaHUsTRhrbwXyYoa1oem7AZN3j7K4BboNgNQH0lSYAxvfsGLGuqiP3gnpPJKM3I2ueibQfxrzyulBvbnFVkanQBmcZyN7Ry0LXH/RaNNbmaJogeOo1UylNUe0/jGj1bpa26gRWQ06EpSE0losBjt99IZQFWtwztpl2OyKpcTiu9KYkMlO2TOjGC/vBQF95zYQyszZPCoVBM+lmCzR6VJa3nV0Q4mbg5tWIrI2237B8/0RX2NdCjRXenFiWGzZ3GR4X2vic3VeeoY+V5bxlm87Ukin+lrj3cFmo7o5hKwx9ZWWDSyuuTLQ5MOsOTRuDj9XIV77xDuXZnnWaeVpX1rzSlpU1dwuQd8X3Ge8bS/TMzlFrtkl6CnQcg4NeoZaC0ug+0Wsws3sveKe4MCCMUBd8W/H1DOLQLja/WO371qZMLva7VWdOIcmE69uUPtiEdjBLoGsLVuXQ7RBoIN4WECRcO9OaQ7y3d2gIeA9uCAYjpxBcIEnm9Edv+B//h2/zD79vp64MjqoVSkM9bJNDMHOLCAwpkILitJLnhdKbaacFzqeF87RSayUMAY9wczNye3fLuRQuTfEu8vM/8d4XW5ziAsoIS6dxx5ThfCi8PhYuy2JTq5iocUTiQNeMlxnpDZXZeLa1I75YQkH0iqnYotqvSENPHXcg4KvHS8RJx50vhOSQkunzBcmzGYuPb8372RxJuw2nupHDnUSCU9R5etii4oni8c7T6tVTWxueiNduhvABjEkiZBfpNNSPJOfZ/vI3mNbG2nd0qbiYSNPEfOoElNo6q4IPk4WVn98ytYk2jNyOnd6U55sJ7cZbynHL+tkDWbeMd7fkg5HuLseB7hrTUbl5teXy8ZH55hWnY8AN4N5eOPcXhLtGenpimRf87cjt5okaE2krhMtKXpP5RtuBpT2nxw0hn5jzHSRhs+2MbaKWSmsrKpleOt/62/8+8vUPkef3nH3kqdhb9LIU8nRhrpA1EKST6goajQx4WbCwq2OJOzyNWq5xM48FANJgULO0IUQhJCH0ih8curGMr3QhrzPLNNlzoTlDfVaF6FE3gLNBnXMz0a/EekEGo7UzrUgvdHV0H/C506JN8Hs3uBkkG+h5bGBUJ4ZWiVoRt+D7wid/eObbj5bGEtcoT2cCakOg1dEZub0bcd7Ku9Y1s5wL57lTu7ALipSVtk2w3yGbgRATRpHppBRYcuX4ZsZJ5Bsf3fObf+2nvuDJmUHnYrDd9RF9e+B46ByPzcTaYaQGT8+rfZHe6AeI7VraO66fbeFF6D0izRH7AsEyoaodpgmnQgGDBFcINTKSIEbisKWjuJyR4ii1IUOkdvBBkWgdH0qGdSYL1OUBpZAFQu0GCPYejYmimbUUgzGeMtIaqwvmCS3V0u7B86y+5ulPL+ziiTA4judiA5062dVlEIMGZE9oM/nzz+npnv0yc15MVrps7rk8LojzbB6/z+2rO4bY2Y9PKMoctgzLa+jKs5uV6XLm5r7SvvfHpMMbLrs97r3Idn6gaqA9u2dgYM2RMt6hTzOleeJNI+Y3lMmhm3sGv8Bakbhl4IFygakFSluon3+Pw2PkMb9iGr/C3bvP+df+m7/NX/pv/zN+6r/8Twkvn3M+rrQVshtw2jmfG3MTSu9IvpC7J7iOekclMtSFGvf4bTesSwjXqbcYLa9m4EwnQhqRuEdqAQ+1Zpa5sxZYFrUT+FJxfUKXjncNoVvbW/e4JiBiRPdqE2LpgosYES+MhO7xuRDVVIEgDdpAr87QOxoNCBcSLiTOi/KPv3sgq9EDqZ1hvzF2FhC2kegXzqeJlK40fa6wa1FGL/jNCCusU2E9LoRu0TyHcHtzT5fOZ29fU1Lgy+/t+PW//A2+9mr7xRZnXVdaL/S5UhbhoW95PJwpWVHfCa6RWjOWKA7XR1wwODO9ABGGjSUe1BHCD6rXCvgNzbJSluZIRlLrWZH9DcUv5m6Jib7dE2Oy4henBv4KVm7q4nAFOScaZv0bEEIakLBBgqe1he7NUNGkEkWIPuCbw2324JVQLWHRtBNrZvey8vpPDyw01u5Zj8VymasiIeDSaL7PxbCV0+sD+vyWcPyYgqNXG+n3w8KQVoo6mlcuzbEusIYb4nOjLuTb54iP1HNnVxdyuWUYO/LOPfvjG7QL/p09qZiZvG9Gbm4W+sdvCTcbwtOnzGVPTc8Zt43y9sjqNkhqrFnJbNB6oT4tzP058aNv8s6H93zp3cbLbSXqwssRPnw28os/95Kf+4/+bWQ7cszKfJ6Zi0e2gdoWm7xjAW7tnbVk4+0Onp4by5LobsT3DFot0dPUMlWyNV5UPxFasVNMrGaxnA8cp8pSCofDTFku5DzQS4buaX5AvU0JunTzC/iI6IRIoklE+lWX6BkVGyL2mJBsyBEXDdqGG3Bxgwy3ONdpxzPf/fZb/sF3FkQr6Rr5K8VwL8kFkhZ6NvF8mQrrUpi6UF1jSI7djcUpFx/J6glJcL0xDCNhSGxuN9TqqFPh1bM7vvVzX+Hr7znC7kd7a/8lec4ntDT6OlNm5XxeObmdySLOG+wqRgsYU9EoNA2oGAISXenNUBRIRhGaV7rukZqhFKjZhOymMASqU/SSCX6Lc9HA0g+f04p946VfnR7ryTKlYrGdH7BpXfR0sJbmMqEqrCghbogRUkjWwC2K7AZEOmU70MXTaFd+TiKXDafXxfTTYu6lFY/fBIJs6EnM+C5Q8Nzd7/ALpOGO2gt+qJbJ7JlaAq1YidA6NfauwWUlf35BljNhyQyjRy8zxW9w9Ux/9or62RG5G0mSaUeP3N4yhDP+sLAWJb66I58dev+S1C+EllnWQLob8NNb1scjcnnLfIy05z/N3dfe5+W7N+w8xEFpMlDKQmlQloXaPc4nvvIX3uPVr/4kl3VlKY7Sik1rV2wAhKeJsraAa53sHa0JDB0/NpxcsS1qzxgT8yr6A1eQGywpohB9I7rMVDrnU+azx5mHU+O4esp8pK5WpxFEEbxlexXcai4i6YK/audORsOTRMNk+uBhPZn9r4uZtbQheTWih1T6VPn0+xP/1z858+ZUwTdqbiCVOHpSsG7NMIy0bnE78YG+2VCxwXKMHqceuzg2kHKdHNtpfvdsb9gchCCJv/iLr/jmN99juw02xPoii7O5W7QoZYV6OfH2WFini/FYnaOptTJpr5axpCPacL0h2Mhartk8xaOuIm2HaKNjrVAqAaql3H2rJLi+CzIeT5SCqCNurgZ3UZozQkDXTsmN6hLNg6PQjOGJV3NtaKsE54yo3rHBjy5UAr12vII/TLR8ZhON/9KrMh9OXKZGEU8XM7nfuGZf+ybhSiCIow07diPM80IlGu2uQlsK9e1bBrFc4Oggb++IbeWsAZaJ7cYo7WPq5LdPZsR4/Yh4gbefsH8eqZ8b9TDdJ/rDmXkWwvOEz53lsTOmlfIws+pIT4LUB6a3Zy5PE2tLyPs/yTsfvcs7t0KiQz/bxjUvVigEiFZq6eh6ohSH8xs++q1f4+brX2ZqjVU9VRzNR2qzCsNeC6tXMhBKYVkKlHYlvnskRMvYNtOMje+KVVo4wblrEsZv0bhnXTuHU+btVDg+XJiOM/MlU3sx9o+zDLF4k2QYb4ARdYYV4fqZQo2ADw7tigbzcjvx1xmKQdJ82uJwnA4L/+D3H/mTh5UsGXfJhF7wLhCy4qnIENCyELeD6fEV1tmC5LsAyTVaL5wXRXMl9Eb0gbTdMPiBVittmsnzwv3Nhm9+9Z6Xm45GoaxfcHFyeaCsK3VVLpfOdCkWh41C6EoQxTvwIRBR2rJeDc2CymjuD9fAcR0SOYQJad1+e8vwrUHQXUR8oom7XomF7szD6rxQasPlFVHFlY7b7xEX0eZw0iFXVD0u1ytmBOom0RFcU8MYOmeWMhWia5ZI14zbbokhUrxlFBkjh0MjaySvheQ6GkeqRFKwaoSlNfxuJAnUpdKGLbI+Up1VJtBm0rBBYzRvRoS0HBie33GjoPf3XGQkejuB8I6alfDuS/qpk27vWVdPfLbFLZV2nIi3nrFP1Bl0GNh9cEdukXDnCJdPmF8fOb7p5H6H3n2Fmy9/me12T5CV1uqVcGhE9K6BnhdzX80H0GpurNagJb701Rt+4T/8N/H7gfOUuUzVOKxdaOs1UNwUuhKcEsTTIkRVtIGuGdqVUTuMNLHTVStGIuwNrx5pjU6hOuWE5/HhwsePE5+fZ6biKKWzrtCuDdXO7wxAph7VGdFkurl0XK+mCIiJ/75nyAuuzdYY56rp7t4TNTOdVv7Rd97y//35iaVXfDFJR+JAQAljIA0bvO/GsCorrTfWqx82xYhER6uJuXlaK/b3UiJEzxgTw92Wrp7TaeLZzcjPfOMd7u8TVZW+dKbyo5nvP35xrtUIc8cDjyczbw9jZOM6YZN+6F9VNQKdeHelrCXUrUizocAPaOmuGRmtB4NI0RoaI0mujVSIVXVvEoqnl45WoTkh9k4PDhHFj4K0FdcywdlOhjN3iQzOblIOfF7xZIJ0Yu+Eul7p5T/4UFV6N4eQRMH3bhXirbCqUpcFCY4cNkgQdH+PREeeJzb7DVI6uXd63OBxLEuliUPKSiYRRsX7yJgapXnCvwOTfwAAIABJREFUfks/HOhxYsiNLQtt2DBsA6qO8XagvD0TbwOuwhgb7ZCRmAihkB8yWR1OJzgeyE9v8b5w/uefcXzryO2e8cOPePFTH/Digz27/R6ZHynLTC+WLvGhWbFPX2nFQV0ocktfn5DeKMtC104tI1/+mXf42r/7a+hc0MtErpWiQo6JpUe6j8zaKR2UhqwddZ3Qpith4GqDq2YecNfCWatoGFCpiDiiSyTn6aeZ0wxvp8J8mTktjXW6GCdJTRNXmWhxS2sNLcEmqzRoEUmbqzFX0QpOgtHjSbjacKtRM1I0Y8j3Ppn47X/2RHEOmhI8wLWOI3giDu8C0oPZ5dxAzgM5V8KYCKHjfWCqK7VU1A3Eu5HtB+8yvHiBOEeMkaydFAc+fP+Or3/tpf37HaYKzOuPXH4/1oQwP504XFY+/rTyyaEjNzcEQEsxJ4x2qgoqGUqgFaW3jF8bKne0UOwLu1bXixqgSTFrlUjE9WJkNXWwzqZfFaE5e9+4NEJbKaQrckLQWolSmdaKDNFo5llw42CRqGQ8ntRNJO7RHD/BJ3xQmz5rpC0zaZvIKkTviGHk4c1EUSV4SydkN9BxpCAsTyf88w13L26Z8kJVR2Imk5gOF+Lujl3utPtn+DyTz40QTsj2hng3otOBPN6wHzr9UMxlEiyKp07xMSG3ngaUxwdubr9KOUy4fSa6AWohjAN1nlHvOH/7E8I3f4VnP/+C7U2kkQhuIWuhXWYuecTHPV5P5LmSNp7eR+gZxNOq4VfUD/T0nErEiUNLI44jQ3qPX/l3PB//37/L4x99j9Tsg5sIV/5tQhpkhdgrZUxkIl06qKPjjAQoAdlYcZFU4wg5CnXY2obaCmPy7O5GvvvmyKF18p8cWBq0V3vuV2X0t8g2QNgYEqTNqHroCcFKnckRcdfrbNyj7QLe4VLD9eGqb3qeHg/89v/zKf/Hd2bm5Hn+s18nv/6cdsy4NuOdWIFHrVc3miLNs5RCl8bdPjF4KAROS6PhGbYB1oxvCX+aGHa3Vsg8F77+/ktevdrypfc2bEfBh8zplFkzhBdfcFo7HTKHo/A0K6qBsXVkgKLeUggxWfPz0kA7LlqXlMSBLsE4os6BG9G+2hRX9VpAne3NWDq5NpAOQ6ANZh7GOYYr6cxHw4L0tlDbirSVWhw+DiZy54733fycrULYoh6rGZCIw8K04orBq9ZOCYLEkdqsbsK5yOl4JGvDtYyEAe8Sgxpkuk2FeJsIXTlfsl2tWmPtkctBYffMujDGSEqCv7lhc7fBpVvi7cZoD5sd+7AyLwPp2UC/3TL0bpCjOnE+FmpvlMfKuBlpy4mbV524nqmnTNp2+uHA5c+eOP7Tz6lf/gbvvB9I+4EyN1w9sVwEnY7o5o5hsJ7QugxEN1GmQp/fWi/lPNNx5PiKcX+Ld4UgSmhHawBvGHXCv+CX/tbfoHvP1DpLhTbPLNppS6bmjC8rLRrJbt+vV9kxWkWF64gu6HqyOcNVU1acxclKo/Vq+JbaISqLwjnd8PqceSBwWjKlL0b4b80axYJxbg2lYjUhoostJumGwlF7Erli0osfI03hs++d+J3vHlhjQNfGZ7//j1k+eSSfn4iYqaD3jhSDjbeirEumtcYmBfaDMOwS81yRIGx3G8SGHsg2GmDAOXZx4P75llfvbXj+6pYUzUHWlkjLyvMXW8LuC7aMXXLl4ZSZi1oTbxLcshBcsPfkmom9I+NA7ZUWtvZAzx30iHcNT0Cl4MIWxg1kZy1kmmghIr4SuxrqsSttabS6EEahB88CuN2ASwN6Tbb0YF0qut0Qr7k5cdcPkwhufiBWZeuasXkGLCNYG1mV7MDNgvMjcbMldWGdDky6YXBClkRKjgLU5ulDxMWRiHIpHnGV49wptXF8qAypsN2OjAMsSyCcj0zuHi2djZzprw+2o78+0mTgLp1okxLbStkL+eHEo3vGZgCOF9JdgnXBb2B5vSLv7dEYOP6LP+fh0wceFk/6V3+VL30QruW5HY2JaQJJHsZnjH6hrUrLDsojU3/GOjumKVrq4uYlaWjskjWztdOETk8sc2eZT+TjW8rTI74d+amfvuVrv/Et/IvEqo0HUdbeWIvVTCxExp5pzprNUsv4Voyj05WObeJdEqDIouC3eK02+PMN5tPVWQaZzqydYxUO5868Qq2Qc6fWjvYF8Ttwnk42rjKOKgPQwI9A+iHUzGNPoN47p+9/wj/8w0c+L5CXBSUTrzUjYxoIzlvZsPPI3jyyri3MwGWtpMEwNIeHM7kZMqfOE6KF2BztbH7SqI27+5FXX7rj1Xs3PBsFt98hKhxPZ7b3ibRPdkP7Iovz+4+Jpws052gFqgx0IsFVBIdTR3EebdWur2UxOPBV1ugyUDX/sAqO0iAMOBrqtmjv9HGk+mjTV/GEWknjDj2sSF8ZpJPPi12Hu9DF0adGGxJhOhiFbTC6Hr2hEmlxS4mRLp5xtyFeKtU/I7sNqXlzBsVO7xOTKnHvWXJEtgNFtiQfuEyV2M3LKfOJJBUJnW05oNOFjWv4Z3tevgik2zu4TLSQ2IbKsnnJ5ul7OG/0gOHWM31+oL/7kjhNnH0iyIyI4/RZpr58xfOwkKtjvB+oTzP6bEdhx/DOlvLnBx7/+FMeP57pL97nS7/yF3l3f4bNC2oz04ajE/c7C5TLxOntAvmB9uZTVp4R+8LmnR37O4dvK7GcYTqwPn7M8WklD3esCoRkKQ+B5hLnSVFGvvW3/j1+4b/+r/joV3+ZzRio55VlLeR1xbnCUhW5rJwIBozuhn9UaTi1JjOvGBY0NjozvRd83OKvNEBRCCjbmKi9MN+94PWbR461Mk/lSrwXVEdQwSej4ylGwRcqrSWuLE781TTtw5Y0JJbzzLe/e+IP/uyCuAC1E6oRJsGRkvXxODw1F1oN5LVQihBx7L2QVFhVWWrHBxiCxw+ROIz4u5E0JlyrPNtteOe9gZd3nm1seKmEdaF42O09w3id2XxRTMl5KSwKURIpBoZ6ghioTfFhQKO32oR+pW7nDOm5BWl7xZfFvmFXrmdXG8GreGiT6U65Wtmut8mdSIfzmSKO1pL5MZvRx636IaIx0HOxmnQ68aLIWhG6VZHTkaXRm2NeKyvXrpFuBTrBOWJ3+BC53Xjaw4VWM+4yEdaZGIQYlEahOSGkwOqUiYiEhA+B8WZPuvJhSlUL5jthe+twl0fkfsMadsQxUNIz9u+OhNOJ82bHhsTcNtSnhc3e41+/YToUYsnUKTMMhfzxCe875WHi9PbI4+vOzW/8Nd772ofcptfki0PagZoTIgV/Tda3liiPF4adp+gz+qufYsh/gojg+0JbCmtLTAtUt4f9l8zMrZWQtnh1BhkU22yDKrU57nXiV75xw1/5z3+LD37jN/H3N9CsbuE8dysJEyVWk4dasIKjbplqWr8S2SUgreCaRzZ7OlDVaIghDSCOdCUInP/ouzw+LHz2+YHzBfJSqFO2FErM0BQ04GrBi03Rncw4qXhXscy8gveo63z65wf+339xYXEDtRQz7ntPiAFCQeoCP5DiButD7V5YW6B4ZRwiDcdlUQiJwAZfO04hTzM9J2LwbDaRd+8H3rsJPLvZUK8EfWJHcmN8Z4e72aA+GF70iyzOU4wWn3JWNFLUJpGaEq0udi8P4ILSY6ClETc9YHOmQHOBVhwO0BCREJBg2pfrCtcqOMcPqsVBVQjRE7XhpKBtRgyrbhm9PJOukkcbIjWM6E2g+B8gVTCZx1dKMA1DUqLVipNE00ptldxXXM+MsnDu3gq6Z2M0UAque9q4Rbo1dpW1Mc4TzUN2W9Y1E+eZ7iNpmdg8u2e/23HOQoiCnju7slD7llBWctka9n+urOGG4BZUMnqplGHASWV2Qo8b5j6S7jLLm4nD994wu3f52q/9HO+90wmjsiw3yKYzTTtiqrTTSpufqJfJom5pS7lkQmqMHJnzSyoj81PDpciw35JG8HEglBOy3RiLZy10UVo1EFuXAZq9K9dqhPfnyfOr//Ff5uf/+l+FwbFotwxlq+QuWBtxt4oG11G/BRTnA9oduq7mSdCG5JP9WZ8t3VGU6BwpAMXasSdVnh4njpeZJTdq69S1Yg2Tdk3WweNaRQV8V7PMdYsVeg04Z4T43/knb/jTw4V1XQ2jKYr4QnDKpil+uJ661eoapDe6BiQqmw5x8ExrxYkjJIdjRZyll+J2b6kVhPe/dsMHH4zst4HeFqRa501eLCDixPhKTitSv6BDyFe1kXLwxJBMFhG5slbAexOm8YnelEBHfQTE9LIuSNiYV1XUvJR9+GFtnfFhlYoaE1Y9PhrqsQWllU6pdrLqmi38Ow4oAQVCmeiS6bnim7VPGSG0GQJFHKEWVD3eJ7xbUR9oraN+YPzqPac3M/OykL3SWqHWwto6MjhCmflBFjZuEjlGVk14zVdHUUdqY7wficuEK0fGtVGHW7b7xPB8y64Xau2kjVivSQjo0wMzO3L1kAJpyTQ/kMJAV4/jyMd/tvL48VvcRx/x4S+/w2Zo1JZAOu5moB8zaZepjw9U75kvQrlYskak4IPC8YEydcbnL9kOFzZ3G+rcCO0J5zfWkE2yoHOMOAp+fUBYoFVcuVCWCWnGh5omWM5nng3CN37zW7z3S3+Bae6scyc7R+lq8T3naGumV7utqLsWETkgjKgbLGTsBnxeUIlIMdq7qEXEglrNZKPzsHoOp8zT44VcmrULzIuVEmFA894t4VK6o8ctHU9vDQ0OHCxL5g8+WchE3BgJ/tqTSTD4V7Lgf++NgiBeKB16aaQ0EiL00pmXSpdOwpOGZN2u3VFyR6vy7oe3fO2Dd3h2OyLGJ8erY5mFZVX2t5F+LW3CiYHPv8jipFR6aVArlYBGZ+hIh8kR4s2M7B0StzYps73QfK6uG/6vKFqytRVrscmZA+cCKoGqnro2w49kc/UgG3wKhOTp6mwDwCHFrq5OBe1c8fzVjA8evAsU8bQ4wlpZEZwzTGFVA35phduPnnH3zHEpSpkqWr0R5b2nFpDarJe0FevyXgpyuZDacmXUQt3uiVqpZcW1laVvcC/vGXumpEg7VdbY0X6hTI24cbiwwbnGbui44FiWbqXB54VSZsp84ngShuR49a//Ei/eG+BwQf3WKPh+i89H2Cb6m88pbkc7H/Gp04cEyxv6tLKeZsrmjrD1RH9mnQwJGm9vmfItrj/RWjO/KRlpC02F7gfrSXFK8wHihh5vcMPO3uluIF+UZ6PjV/6TX+fug5d2rc8V369Jo16twAqrh5ey2kncLarn1Z4DTo0IoTjYBMI2WJRryUhvhK2RFXOtfPp44bxUjpPSLhOlBVp2NJfo/RqurtYAQMsgzTp+NNO08uefnDgDeMyUQsHfDESnDEO0r7eLebyT0JdG61bE5aikYUfuHYnOem5ao+QV5x2lWbl0DJ6PvvSS954pw+ihN3J3TKVTcOxvBB0HEDP896729v0Rv36szhkGsVhYFyurWazFqQaHz80gzyFSlxm3UWofcd7TU8R4ThV1wYp2XENXkGGk9UZ1kZag95XoC16gqsMNARFP65m6Cj3A6KppywFCLywuEVy1hrErP4xu5no1Oq51onhPcQ6tQpGG+kRdJtKLHV/99S/x+f/+eywPM+sQ2Y1QFquFcMOICvR5wcdE84noCjqOKJ5dqPTgcL3BzpAk5Vzpu4rrC+7uHj+svL14Ymj4CeQ+gC60BcLdwPz9EzpYqVGfZg6LQ5aZ9OX3+PLX7tg9U/zzgVo+INQnyukRNyr5UfHPxOoGtnvk7af0m3fIkxC2oON7BL0Qhj10ow50GXAbpfgtnD8j3bzL5bJlN56pZUcD/NXbpd0bSRGTqcQnqAsRRdPWrn1xoPuRl1+55bf++/+Cv/M3/jsGV/BeGc4LbbzBXYeC2ooVMonaxL03qmzwvVLEPNBSOz4bldHRCG5AJVsUWBydyh9+cuF4WvnwOHF4OfJ8ydzcbJDtDcPzZwiCW76PeKvg8OMWWiP3M9/53Qf+7u8dzOYnjui6GTsqpOBx48B6WSzhpEKdzQE2hkBMI7Ery+VCSYEbFWIS1qmyiPD0cCRtEnfbwC/+4s/yzS9FCo6yrNSslF559jwRx4iTSkjNqBFYakn0C0KlY2vomJDSaGul7wf8VPA9mk4Zve2W6qil0HW0cOkyIWOyti8CsKItIDhoHecSksAfnijolTdj8TH1wd6X1RxBUawkqLtGmBplHNkETyUgrVHpuB5xQ0SHgZZnolPWUklRrKvSJzR3altwxfP+L/8kYc48fC6UmMANnCfL3HnnkJpRH+jOWRdJzwQawSVcrdaAXVfcbYJcKGVgeHaLtIYfNrjLWw6PkdFl6rpH761v5bRG9nvP+dMj47YyL44+rzzmiA+O+1/4WV795D2imZovpOOnyPMPqZ8oREeeFD+eaetLYnwinxp184JhvyU6T58vsHeUZSBOZ9wmIG1jpbQEVBvF3RLnC8M4srYt0Wc6yvo4oWHExREJjrR1iG7ptUKeqXGLrwvSHX15RLcv8cCX39+ye37Dw2FCouPOedTDSiA0SCHYMEQauhquI7hCTztcA3VKd5kctzRZcTHiUkNmh58WdGM/u7l2PjleKNpQ51j8DV/6K3+V93/mjvDiI9K28/p3v8P42Rvi19/Hvfk+9Y/+mE+/e+H//P0z59zxISJDNE5SrcTg8epBVyJKrRDGgNIZgtJzI4rQuzLjGMRDLdTiaV6pNYATbtOWn/iJL/P+Kxsi1rmwdKHUym4XiNETXMb5AW0NV50ZNZrR9n/Urx9vfPeJlqKR3Lynz5C10uaZkhu+ZGtgBoNx+Qgh4BqgQpdm2mMTa5qWSo+WhWNeQCKD87ajjokQlZgzlMyYFGu3U3rrVneePE6UkoF1Ze5iCflxQwzBhkHSWOduBvhspbtarsaCLmSFD372hvXNESfC3B3b1Bl9s6LUrrgg5KL4lBhFyMv/z9mbNNu2pedZzzeKWa1qF6e+59y89+Z1FsqUMyUnlpElS0YEDoQdROAIwjiIAAQNWjRwiyZ/gDZ/gQ506NgYAtwgTNhhgTIlKyVldYtzT7WLVc45R/XRGCuTlpKI+w/22nvPNcf4vvd9nsI+O+7fzOS+QcKeRQ/2OLLoMoMb8fmESSdOt1v2eUF/adBFz8KeKK/3GOdYyoTGhGXP29cz85TZHwN2ueb977zP+w93uDxjuw3y+D2if0F+9TMYBvAOFj2xLJDpE45//oqQ1vSNx+ddvS91A5wyTWNI3QXToVLnhHryKHOuTk5bmT/WKnlOzLOjDI/rIM4WvBh01vowekcJlUfLOFEoJAYoE9lYVD2/8utf4XgKpFLwIXCYZhopOAOKJUupw0Oba+LrHAQhBay1WOOrCs9ASFKbLihp4avNzTlmUXba8IV26Icf8Y1/9J/x8e98k4uvfZ31EDDjHYsPP6L/O/8Wq298AL/5G2x/5Tf5P36w55OxkGwHRnB9i4ZMN7S0ptQ5SDAU3+C6htJQHSy25mNTgBDqDt5qRhohxEQcCzbDo4sVX/3gAe+/f8HDq4GShSg1DjgsOrpFj/OANxWEPWeydBRra2vny9L3JiJhSlhP1aDFUI1ajWL6liwgbf0wQUuV/oSRNHQY66DUtI+KQ7yr2dlYKCFgXEVEVBr4iGQljoGohZSVMQtlhmMUglajcCiecgqcdOJkWmyZGfuOcNgTpxPl7o6YC7av/0tuMFVvFwPRKGU81fpR45gOd9xuM05LhTuXgrULVCFFWPa1XzodM6tlg40dqwcdx20idQvUdfSLnpBazKrHdivUDXStstQjoj16OzLGhtW1odeZzMSrn3zKp+mCdmPZBlh85QVf++2vsnxvw5wHukvLot3RhLfElz/gNPVoOCB+gXOJcjhyuF1g3vuYtX0N+R0hdZQ81Wxw31NOB1pzpPEO1ZnTQdBwC65FvadMI1kMx7cHZrui18h6KdA2lHmufGJTSFR9XskeQqxMpLkaqVOo0DdNhg/+7m/hbBVCjWppcZRcW0uSz+sT7896hRFjhNKcT0xS2camyfgzCTGKw3qtE3OBEJW4WJAXPb/x+3+L3/9v/iEv3r+gX0TKm8+4+8mPuT0sWS0yC5MpaljbiSe/ZhjXjvssRM1VxXc6+zBTRIdaZoit0LYtKSTSfcY2Lb5UfIm6OvzsGlPhAqlwmiOHUpUgj59e8Pyj93h81dOIEnIhR0PbCsOyw7WevBCIBRMT2gAkNGXOqeAv93C6YYmWTAxC6zyWiM+1luPCRJMLmit/R9WgrUX9gJsDiXqWtjFhSKhmFE8pqY7tCxRridIzqoXTSExCMRbX9KQs5MFhtB5HbDaoLYTG4xT8PBJV6MYRazKJWDm5KuQIITvGSQiOasaaI2NqEVso+9fEVwUvWt/yOVDmDHqoU0JXjzqzOnzrmEtkWEXGMNNfO+ZjREMkSsE0SthHWFmaRjjdZMauQ2/e4B6s6NtA1pbj8cRnn8zkRcv69jWvf3Lk6Xe+wvt/ZYWbRnzf4x88pByOzNOJ+PY1sX0PmUeSA+4/5fjJAdsOrF9csOCeqXmEumuMzRS7IocjZrwhyhI9npDGwVhwXpnLAhPv0NOR+TgRg+LXGwaXKP2avL/BWo8sVrU7GyOqQs4Ov2hAMnkOv1hLkQrxPIPYfPUxT77+mBgTpykzYyhhrO2XUnPNVupKzcSCiq/7aNtWsxiJEBOhBLTk6j+N9d6XUmHUSNcv+fv/6D/n7/2Xv83l5Yqyf8XNj3/G663FPPk6l4+WtNcP6Tae5dUlafUeZvWE7/yn/zH0vuZ5s1QLXGdwfU/eHSu3aoSYJugbsskwj7ViaJSQCtE7pHHoeKSIRU2HN4aLzcDzxxc8v25Y9rYOPeOE9UrTO/wCfBMxGESELC0ESyZhsqJGq4T6yzyc7A4VT1i0NlKahtw1mMbivKH0tT3RNC2dq97NUjMJ2HzOT7oCOIyacynWU6hc0aJQwsRQIjFn5KxUGKcRLZkmVhO2aITOYnOgl8RghGwc3hhS01Z8fjY4hFISFqUx1d/YFKGoJ/kOg7C6toT7CS6vaFtLdo6YlTR0EB3WGYw1jKZnRao6wtlQFpYuQ5gMqyaC95QxI7S0TWZ8ecvO9rj1zM1P7riRDe60R7CE+x1BWh5dOeQ+shdl/eyaqydXSL/CrTf4ziJ3nzG9mYipI9prrM3YxxvCn77mcOdo1g7beEzYMgaLC7ekU63XGT1S1BPcmtaOjGYFh1tS2lNCQaYDh5tMxNNerOl7j5NEDjW8EWgwhzsMAVpDmUckHYFY6eZMqBrycVeh1HOAkghjYbn0/Oof/AckDGKl7qYloZLBu0pmT0eSZEoPyOmsFjwBEXGCaMEaJcVUO7RqmDVzUGV2HX/w3/4X/N6/84LVRcf4xU/5/F/+GafVN7l+tmG5trRdQdNEDhnCid7BYnjAt37rQ7AF4w1ZKkUhh0ScZrIYGm+xDajWQnyJNbtriiEeC4UGXxKN1DdyTLXjef34IR9+9QnvPd2wvuiw8Z4iVf7R9Ia2N0iJdZg6Q9YWIWCMYI1DW6rbNn/JEIK1FhMi4qrvJJeCNdDEAtbjguJaqXLcNGOxGHeGMjtb+3X0SFMNtuozkkc0C8W1SC50vakUBEul6GnVAOasJJtxbanpklwQ4ynWEcTSOOhKoU8TkhRrlGKU4hw2ZvwcanwLA04JEQTH8OIhki366h3xEJBWyCUzzXNlrlohnSb6tiNp5jhqxWDezujGE7cTWzPQOKVdNYTDHe/eFrJNhL/4EX/+k8Dq6YL31lVfN+4ioW1h/4b77YzNicvHL/jwr32Abwp2tURMIL29IY5Cmrfkz7eor+fr+WXEP39E/8hjxhEdXxJGi+sdafUEs7TIPFVe6jhj84mkPd4Wgl9RzEDcb0kh0V8u6FuHL7E2OUqsRdPphNHCLJ60PyLxRMKRwwSlkOdADg7jWpJbnifwDXGc0TgjMvC17z3ho9/+a8TdSAx1t6xq4ZQxizW4FU4NJgkqPVJAc6kw71jIxnI4JvZzIswT+1iNXqUf+M3f/R7f/c4ljYy8+8Gf8MUfvWT51/8m1xdC56u4WMNMHivpPoRCOk0IsF4lPny6IhZFUqKRmpvVUu3X3kM4xcqlEkvfGmxnSQVmCTjNGBU4zvU4XoRuWPF03fHi/cdcry2ujASzZioNzdLT9j3G2AoWKwp5rvFElKJjjUzNYJxQ1dxf4uEU6xERvHcUsXhralypsZUN42uaxpeEtZYQC1ImDAWjp5pLNRmj1fZsi60xPapNWMQQUqJowWHwjUAHYS74rq2s0WKwrsGb+mFKFqzLuHDCybnAbc5io5yrBctC8g4KiLekYVXTGFZ4/1vXpJNhSsqYDelUCN7hfYdzhmkutI3CfEe0jjwHwnLJQOC4NaweDlz3mZgT+/vAZDYMHRzeGvKDaz5+f2DtLFMIjGMh68jx7S27qWH3LmK//k3e/+4DmpVBvMGEA3F7Ih0DGE9xV7BoMKEeI4crpblcIiGQvSXetthewGzwMsLxXWUZ7Y7YZUfaK052ZBUME+RM++ABbeOwEiGPteh7uIEUMelUYeGiWGvAe3Ksd8TMCkHBdfjGUozB+wpmq3RlQ4mZopZF2/Ht/+TfRjYLTqdCIiE5UNq6dxSd/j+RkZnRZkDFkMUCSgqxJreMcKRmkt1mxd/7B3+Xv/9f/z553PLyD3/I23c9m1//NuuFpfWCpkgMgTAnikDe3hNOx9rxLeCJ/NXvfqWGVqw9pxwypURyzsxTQjqDmJqASjFy2B3ZzxHfdlAyTTsgXdU5OG+56hzPn17z+LJhsWxBMjEc0VTvq84EClUALXGqMcNyqEY78YgGxFUOk9W/PITwy6HSTDhnoMDgQLKl+ERWWxMV1tA5R5bKgx1sOnNLDSAUChjIWTC+elCApeMfAAAgAElEQVSEn2vQwbYAnuIKuQEdE962+CHRaMRaTyhKL5UG71RobBXjmMaT1CJ5rj3NziFnb4cxFvPz5XEqhHGiJMuwTFx9+xm7//P7uEGYDaCR1nZVNOQ6FiYwZsubN8rDS2VxsYYpYoYLLltLQ2a7V5y37E6FdiV479lcWVyjhNFwVwxrp5RYOJ4yZW559Ne/wtXFhpxmnBOyG5huDjAFYnB0T1c1xP1uj5gWPwz4VonjiDm8RJsL/PUKui3Z9cjNS8L1BX54QJoT0nvy7bZOsXeRfPWIvjd0w5lK2A2oWvL+DrPskHZJUTjtZtoLj6pHw/nY5RParis6c9wS50DoNzifyFawWihawHakFMjbE84pjx5f8Tv/3X/Fj/7Hf870+Q9YhBMWB9MeHJWgnyfEGkw+QEyEKTIdI9tj5tNtYhoGfuNvfIff/Y/+Nl//+hoTT+xffcHb9IDLb3+Pp13tlDKfiGiNVo6JlDKua2ibHuOqzyfPE6b1XDxukSQYbyiAX/SYFNBCRXIWwZUJ31pycYhvGFJiSEK2tQWzC5k5Zj5+cMl3v/dVPv7qBb7zaDgwR4fmQrv09B1nXOiE5jNPixqYySVgpa3IlmJqKs7GL/dweqlN86IFUMRDqyBaqerEmaIGmxNqF6Rcp54mOXLnsGIQWkTOghotqEsY09Uj7qQ4KxX0hNI07hdKPjWZ1A50VHFRYwrkTBZDSlqPSBrPoDFFSmUX2QLROpzOgKt7UJSMYXHdgTpSOHH/+UhvCsUrXgPTHGh7zzQrKSSuH19VX0gukDLtZU/Yjoxdy6KJbJs1az+i+x1ps2DhEnPuaJ5tGG7uCdZy+OKGdHXF+7/6mF4T0s2I2ZDSEX31Q0r3EL9ZQb8hf/KnlGZBs1nRXHWUOVZIllmS3UC7KnDYkvtL5HRLWiwptwlMwawi5aaQDgdyf0HXdjQ9lO0BVksaY4jl7BFpl+ikWD8jxuMXFplvsP6S0DhimJDDAY57pps98uQDvDja1lRhVKlvypLjuZJV0DiS1SIycLlY8Cv/4W9x+6/eR//FP4F4RJoByaGaGUxEi6te0FKQAjFF7u8jj95/xu/9g7/Dt773AVcXhvntT7l5Fwij4fGvruiaM7i6KDkJqpmSIlkdtmtqgcJINayLAgZNM/FwbrOgWGewqpi2+lKKNAwodpbK+ikJ56FpBNXK1E0lcDoV5lR4+t4lz97b4BsgHskziBZ8G3G9RWyuUuYqIaWCBgzQ1XVWCXXNGArSFcoveQR/udnamoqd0BrKs8aRc6LXzBRrSI8YEW9xccauPIqtESmpjFopU60OFTCNYlNLthZNqcqCivwidGDPLhVnqh3KmFIt1s4QsQxlpmuEqJUDZG1BS1Pf0CpIYzBiaHNEWl8FO2etfUqGiydLKLeMb0ZESwVWhcBUCo1piHNA5owbBpY6k45K2fS4cc/N2xPLpy32ZuaLvfL44lS/BK48XUo1sxlG9j+e8U1tf4TFmg++9Yj1RUucOvK7EfPCMt15UhjwL54i3BF+/GPs1QOawWOsR98e0Ec9Os601w06BcLrE67vsHpL6h7B9gts39I0gcMXjhJH7GLFqj0hqxUx1/WTmXeEcoEwUtoNzuZ6N8cD9fc4pjV94/AmM6th/+OXxKZn+dWv0rdCto48K9ab+vC6tp54UkCk0u5tchgzUlzLssv0v/UBt+534A//FyRPFOchKGoatFDD5XFmjso4Fb7ye7/NX/l3v8ezD1bk3Z67P/+MOTdk3bD+6AGWTJxLpRgS0dISSkZyzTaZnHBtVyftUAMvUshZ2X7xDtfV4ndRalItZwINuUQaKyRTMN7TFodtHC1V52EEjvv61vSu4ytfe8qqy4i6GiHMVajr2p7GOUh1FaXqkTJBsUhT753kiNgOTCY3Wh9gvmTwHTlvYqTBdraKSY1j6pZo2yCRcwqotkyKpJoVVKEkpQgU62qVx2SYUy3ZMiHW/cLTqGJqHE8L2beoaciTVgmpGAr1zZhwxJ9LkzpPSJ6sWjP2MVByYbIWtQWTK+VN8kQwPdiWzTc/hNIRjplwStiukJwlzZHsaqB/cdGwaRL73UjpDePLN7zaFuxgGG/hdmd49HCJNg2NV1wsxEY53u54dZgpTRW+vr4TPvj1D2ilCpucz8xBOH7/DTne4qRQXv0x2x+P+IcPWFwtq2Q4jHVy+OYEiyvM3UvoLKZx6OnAlBeYwxeweggK4+dHyrineXBFt+mI4gj394hGpF0TTwOaJ4pdIOM9SqqinRywbZ0ltJuOkkfi/sj0Fz8m9Ve0j5/ThNu6PnG+qjlMrmF1tH5xaiHFmRJOFN0TjhGdt8zRIwk2v/oVypMPMbhKe5AZHfdoiZRQAywxNPDsm/zNP/hdXnxsmd59xv1dRH2HWT5g88ETFqtqSC85EkMmp0p8ZE4oAWfPdUKV6myV+pbUUruoP/7+ZzUNFOuePZdMwFGcYoYO03gQIU4FMQkpmVwCmgohGuZ5JnvHk1XH1brFtZVxRSkk43C9w7YJK4mSS+UdyYhKW6W/c6nMJBpEHSQwWj2gSb+kZaw0FsFTylRD9Jw9g2HGzRFppNZlXEPrwMdINi2iAZunSjfIGbVSp7jeoeWAEgGHSTPSeDqnqPW1mJsD/ufg4lIw3mLFIV2Hek86KwnD7oTtPdbk2nJxQgkJGUeiOLTUUmwMmZAyIR5oh4BohWTnbsAHpfEe3/d04iqbNCthjEgr7F9vmRcrHl+2mOhxpmN9qaSx0JSxWrvLRH6zIw4dq7VQJuXtCKsHA+tmxF0+IiUlhoQJBbE9h3eK+fgZ9287VpeB3hkIof5zdS3ST+jVAxg/4Ziv0S8+h9UKcWua9I7cXOGOn0L/kDk5/KajHQJqBRoH1lPGhGFP0xVkBnQmaUc5nerKK6Y6LXUOGevg6O6Pfkw0lvWzlmExUsyCqA7VGkRPEziT0VhtW5SqwVM6SlQ03hL3I2U+EWfBuIx88zu1aD8ncnZnMp+h5JbUP2b49/59Pv6Hv4s9fsHt939ECIK8fYMsH7C8vqBrFE2REgvplBFj4Px3Ld7iXKUJYj3i+ooX1WonK2UkTMKPbpUwp7oC7Ko+ohK2IvY4kouewWZawxNxRooliHKcR6zxXDUtHz1/zHphAIV4JOVIM2ScF7wpZM3QLMk2o2ezWeUoO9RncI6iuXKcS6lzFb7kndNEh+ZA13ZoSYRmjU171AhSWoKNeJ+wLVirWNdg04lkG+iOGN/W5I1x0Cg+OLKsMLpDD/uaX80nIlBSQhM4lzgZx9ANlRWUPF6UNO5xvsG2gubq3XQhMudKgddUJ47qG9o4k891nVl8BS91Lf3XPia/+4zSDAx2QgeHP0agELsGO09kCqejMm0jF487NuVAyEs6u+P16z39puXxJpDdknjYcbcDf31JP+4rStNvWDeFhy+EEBf46S1hzMQw4UyLrC5ZbI68/Mff59nf+DbohO5foqv3KJ1HFy152mHv/oLT8QFOXpPWF7j9Ef/iEfF+g9n+hFAs6bM/Zv2ip/iO+HrGr3ek/hlmVkraEk4b/GYix4by2ZZmc0LXL1B8TQOFiOsdp9s9p09f0n3rI2yp97YcMtZFnAoyBpJpUMnE8YjtNpSUa8nA1pNNmh3OKsU68vGAX6xQPO7xRX2ItA5W5gKZBvOVr9F99wWr6yU67ri7CzSD5TguWH39IU0LhokUQLOSU1VeaxIUi20rWU+qDAVxFqsBp6b2j6W+XXeHwqyGTgGxpBxrKV3POsqhpUwJxFf5cilYI8QUMWLpmwErhfeeb/jo42dYGygRchKsKDY7fFvI9PX0GOOZb1R9MZpTdXemSIge0wgmRrL6WkL/JfG9X/5wurp+SHFCYsZJAkPtYjapTjiBNiRoDMVSNQUOvKzrKsNpHcckQR3Y+aZqwLsGOx7w1mJz9ZMYYMqGvh3IZcLEjHQDxUTUVFekC7E2ZRYtMQXEOkyTKfuIaS1yHlSkYMAqyVjGMXB5LTiNFN3R2kKQhNLitIbAj5PBNS0pFro1LDolnCz7zmOnmbdTx9XTBaty4nBqCfHAlITVg5amBEYGYgosr3uePM7kEHHlHfOuq/cQuSB1M64defUvdjz+5ldwcaQ0LWMaaDlhhueEd/do20IZaHwmtk9oT+/QF8+Ir14iS8e8s5S7W9yzDyru424HXct4WrPML4ndI+T2hGsD4WdbmictZX1JGMG5La4dED0S39yi3nCYLlm8eIgrBcOJNM5ApfwVu4F2wC4WmDKTmytk+wr6FeXndLpuhTUjYXuLW18Ro1Cmd7jVBtt42DxH7z9FdSA/fA/5tV+h3yxphpHjzSvizQFTHOnqBZdPB5xGcgyk7EkhoZqq4kFnrFQJMyrYWkeiiMPljIpDrcfZSnwUUzj89If1RN20FFNwaqEkvBdCFvLhSChKEqFRcI2r4GqBBkPTtFw6x3vXVzx65CnlDK3Wgm0MtveUptQCiEkYVaQ4SkmoKVgRrIdUbPXdpqrFNASygo1f8lhrNVZjcQHnK6dFrcO5pta1xOFKdTSa84cuecS2Dcn3FV3iwXiLkVQnbP663ieYAT0LcQ3FVOizH1pQxfUrrPXYPCIC7twULcaSjanTrgzmlGFfyMNwNiND1IZkDWgiHDPGNTx42ldzVGyQVrHF0JhMEiHPJxo9kbKw8oq1jmlbWbZNzhR6nj1Q/GFXG/I6YRvLg0c9rfckhThPuIsrHj+0RNZIM5B2BqaZmHqaB5npCK9/sOfJV69oe4eOFTrWPLpiPkbCp3+C7QR/OiE+YuKJblnIy8ekv/gL1BamP3vHPCfc02va7lB/p0OHqqMxB6ayhLevKOslHAvy6DnhNmLbiF8sEOsIx8j+p1u29y2jf8rmqsW3kbx9w2kbiOWC4nt0eIZtHdYIdrqru+Z8IpiBfDohYsjSwDSSoqDmAj3tK5VfIJ9OlGlP+eavEc2K8I1/A/e7/yaLTaacPuP2VUDU0y1b7LPnLC47fImU2ZCLIYVEMYIYiyVWiLhtEbE1qPLzmcocqtcHQEvtZaKoMbz6V5+cdfQZU0pVvJraObaNw1hXTWiiNSaqdT2DKG3j6b1wse558OSa1aKFaaLEhLG2YnpcJTqSZiR5svcU0eoTLbWrTKwDqCw1KGOYKdbXh9h/Sai0JshWwFm8Vk6QKRnVWDOEmmrAPUsNQhRBjcPkGVtOQDkzXia0VNapSMRlzhpAqnHYyvnumMmnEZ0PmDBhmGqRd6690GIrUaHkhNVAFCE3hdx4XIgUrUdeCEg8h7M1k2Lm6qtPIAZcPILpsJsGvHK5FhKG2TrERk4KJYysV4Y2C9l6hh6Oh0KzsWgJHIKh7+ponOnE8T4gqzVPLzx5Tpj5iBFLmgIhWNprx/h6JLy84eHzJd3piN3dU5o1uEI+7MnZEMIKffkK9Q5nN5TNNfH1S7zfEf2G8c/foL5l9dzQX3uyGkxTq3jeVqeLmfbkYYl5+xa9djjeYp9+BGaNDAOigp7eYRYbVg8NvQ3o0DLlK+bFM4xtaLuCsQ7fFYo2dVUVC+l0R57G+mCitUQfTuQ81tifT4RRsNahKVen6rEgg8f81u+w/vZjBrtlvN+x3wk+3THvIC8fs3AZDYk4z8SUKAlUqitVU6x9TWMQoU6IqSQO5kjOEeN7rCpKhUOL1D37j/+vHzKHSgMs44yOCVOoiFbnmEo1pGPMmacM+IbWr2hdSz8suX7/IU+f9TQ2ENWSpSG1pkY9pdSf0zQVjYlUWSmGIudKHNULY9Tiy6nebVM8n1v/8oTQLz3WardBxjsynpNxmBRIkiAbrJo6xNGINsKEoVc9P4gDiFSTk5tAPdoYbDh7M7TKXI24ylQ5d+kMFa6EFMgj4jw9WjuAsYpxihNMMlV4ZGv0T1MVK6GRhMUUAS0U31KO1fT06G99B42vyNMJMcJi48hjoW09w/OG+XBkOwspWWh6dJ6xLmP6S8z2NeDxuWI5V4s63dxtBdqeh9++pkERnyrm4n5C95bm/Wu2P7nl+KPM5uma5pkBMkENtvWE8RU2r5DDTHO9RBcrnG2hU8a7hF8nyJbjn93gX1xjdY27NhTtSbd7wEMHZX+imIQsr9E8QjoR+w28ucWvOkraovMRGXpK2yPdFU08olZJjSPeR1xb98/u+ppxnnEhnLGSDu725BwprSPd78mLBbmtqJiS6npN2JJHTzztON4fGS4sbr1m2Ay4dMv2k5eU+AC3eoBpNyyWA36opfmcCqfbHaZf1NOPZtRQG0VSjV+1llgHKWjBlszxzRuKZJr1df1StgabCyUeKex49bOZf/pHW9ow07oGY6DEhHeVejfnjM6R1BR6aWg85/tzxunE5tFjPvr4ER897Vn3iVl9zZgPYNvKVNFzcydJc97Rg2j7iwRcxiEyobT1JGkXmJRpfKpv0fIl6XucdpAMqpHkIVmpdDJ+znupIKQ4ZdRaklIXr1JAGsrPIwCiEGtKor5NI2rWteNXKhLTWAGxGGsQFaw1JN8SrWCkHn87Uy3W4usAQAoU66vHQgtWqyhXOH8T5lAxjUp1PIYDRZZY2TMnT+cMbrMkHRM0S1onXHQZiRMnant/vr3n5anDLzpi94Tj5KCZuN8rZuF58mSNO+0wGsl4OEWSWyJDw+2ffU5KcP3A4p3QdA5rWvTqITQdaZsxuzt0NUBU3BDQ9SXlkOhWI+FPfooWw+KjJ/SN4FYN8c2R8vozTN9hpMHmEXfZkovHHLaoc1DOhDs/ELcJs7tDOo/kQFMOmE4o3hDLmhIyJmwRMpJnJI201oI4yilRphOp7zj1l4TbkbJpcFNC0qlKe3Sk5In88gvm6Ug8zKwe9qyfPWazKpS3P2L3o3e0Lz7ELC7JBeScfqJUgVKaI9os64Mppg5qJFFKfROKb86CV8UIGGs5vPyceXui3O7QaUuYjqQ4172j1lXKD//nf8pgO5yDcuYD2c7W/e+wQIae5C2t63AuYZqGiOU0jWAtlxcDTy86Vm09XeUYMIumAsWcYuXn8s4Wk0sNOEg+v90FVKvHBwGJWFcq/4gz/sSeU0Jf5uHMZNQr6vuzc7MgasH3QK1lzVkrBjFGjBFiqXQyo6kajoug2YHEX/T3svZ1F2lKfRh9SzmjRlBwxhGDIFr/QKICUkgYbGMpqWrgVCI2ZNAIVImNmvptm0VQKvG7cRFWF6hpseHI1H8FmyAvLI2HRRdZt4mFg1Ooa4bWRkJ0mGXLg7UjFMGbe4wm3n0yYi+uuX62qsmlpoGuoxzvidnTLhVd9kzJcv1wgcWQ5nrPMK7q58Ldlsa0ta0wjbDyjC/3pGlPHnriXcZsNnQPLrF2JFH7ks4ZgjyA7RfIStFQuat+01G0vuX0sAWjaNdg2SJecSGBmwjHRHj9mnSwGA1YZlgMyM0WY4VSGkgBkRnmAIeInSKDHmkfP8BtFVklypt7hITG+lmOpxbf9Tz5tW/w4MUGM75m97N3jDygubzGtj1N19EPDp+rQr7EiTSdCLFgbKlf3lnBNJRkENvWo6M5p3rOz8L07iWnN3vS7VvKfiQeZpxx5OMWUkbnAyG0/OP/6V8zy1htd8bjGkfJhZICMRRkjngteJ2RVMjTjIrgfMvDRc+jhyuWK4faejorucG2HaY19RpnK07OMCEmUYpDi0M853yA1GmtEbQUMrmeDm3CYDClIPlLHmuNQEIxeQLjKMslZn/ExoBqJpMQ1yBOMCjiqIVls6JIxLtypnwXYKjQJ51RLBJGzp+CEPfkrFhn6/Ppwfp6z83O1b1oEVLbYkIiq8edg/fFVpC0z5EsisSzTMjWY1FMqfJ25hlOW0q34MnllvvFQPwi0y4iEgyjF+ZdR9ecKGJ5+cXE+kmLCxMRw3q5IO2PHEYovvD0SY0NznPAd0KaEiUYuucLTp9+zru95cmzK7wpqOvQXOppoywx40QZM+7yCr1smD55Q/npS8z7HxJ+9oamSUz3CzbfuIA4ko6JzBbEY72hRZnzAvP5W+S9x5j9DuIeGMjZEtVj3+1pHx/I9hpNFQUSf3bCDDPSLXFyBLsgjwa7cpThIeV+RBYBtIUpIDbX9ki7oFDJfnbdEt+8IjdXmLu3ZGkpc+TRt1+wfLIm3b7i+PmJ6C7oH1jUdyAt3iWkKDFbKDMxVlpiKqYOfMSAQCoZSTOudfVklAX11DdnOJJEOX3xjmbcM2dPxuNNIr76FNtuyF1A7MSrP/0J7/YRp4buwRU2jpRTRhrAdZQ0M8VAGyI0rnJ/UuF6vaFZKs8/eMijq47WVZo8KogNYBVj2mrHLrVOWVWYEcOJaC0yKdJwdrac1zZSoXA4i+RQJ9A0lXb/Zd6cmmq2VFOq7M/jRJFI9Jksjlw8nWZsTnX3Ix3GN1Xz16RzBhM0G9TMkI5Ai5GJ89ckaiJGC9KYqs8ztiZYTEPOBhMVqI2IqqCrnJ8iCbLgc0RSQW2H2lqodVrfmtbY+o/VGsRBsZm4j+y3E839FndS8pyZuKQfA9cPhOWiwarSXS5ht2WaDcvLlulkiLnHj5H+8bOqEggZ3zrG+yPzBPnRFeGovHlZkFAhY4jHOINplNNpR44HZHePfXxJKfdMP3tVCXKpw55eYm1kfJ1YvzCYNtXProYSHXZOlURhwA8PyJs1cn9LblvSOFDSdC4NgLmE3dsGMVvmH33G8Y1ihw47DDijFVEaMpZawDUd0FvyKZPnqe7pgxBdRvdv67UkTeR5Yk4LXLxhfHckHSce/tUPWXV7jj/9Yw57S+lWdO0CbS6RfmBY2oqzyYEcd4RdIM4QplSzy7lmr1NOGHH1hFVsrVu5aiUTzZSm5fjJZ8S7PdMkSNPhng5wmvj8n/2QUjJpekexLf/rf//PMMOGPAccDW5YgYk1cjoH4jTio9L0FmkbIgZjOjbdgudPr3jv2QUXbYDz7jJkECsYGggB0Xq1U5PQKVC8r39rMagD1ep5laJIamqTxyfEN6guEKlulaJfclorzoJ1JIR4uieHSMyOlA3FGMQkkhhScZjGYFCMnRATIQhSDHqerDHW6VnSSC4ZUxQx9ZvTUChZkJApIUDJlLyvYem23rNj1+AcOFNQI1UZ4C3RGbJRMjO+ZNTWhgtzYqRQTieMyzVx9G7CLzJ+5SgXK9bfamEydHJgunhK4y1ljJyyQeeJWx1YrZTx3YikLafPbuD993j2zDPuQPJEOh0x3RI3RPIx8/lP32CsZ/NoQyqKdI4YExojciqQ93C1IWXYHy3u8XOWly1+Yzl9GhA6ho+eM78L6DtFj3ucCrZrKbYhpUixAU4HjGsp7wT54h3N80u0LNB9oGki2IG22bPbL+CDjxj8oV4fJsHKhM8zhp58d0s53QERiRlbFHO7J00jUgC1xFHgFCBkxmRJkrh7F2HziM03nmJuXnPzOqPN+yzjCd89RIcVbW/pJJLnCS0Q396TksX1vtapjMO4BhEPxmCsVMGy87XFhGCcxziPSEDCxPT5F+Tgadcti6cO1zV8+r//Ef1qQDQhfcd+bvnDP74h7o4YC/PrV4TdFns9UKKQYsGkhLOGhWsp40xDg20c68Hz4tkF1xuP9L4OQQuIrztzrNZ1DHWYGY0F39YNRg6UEirF0NYrVYkGdEIM5OyRcgS7I2shU86h+C/xcDKP2NZiUi1X27aGzU0xmBxAzBl8lCiux4qFqVBoSVbJxdT1iUtn4nuDywmxHaU1FVPoFQG8VBaR4PFR0NIivro5iwh+LlVkJEKZ5ro/SlWI4039Q+YzK3UcM5NV8ixkK3Q21nD92pBeQT5YNOzYfv9I98hy1J4h3JAurup0zYFdrnhyUa2ExTrubjLpvfd4/8kKosU0M6ddIrkOs2nZvnrH569uaUPh4uHAepEhBdJ4RI0h3M50lw1hbhnf/DnHmz1X65423mCKMN/toF9i445G9vDoknB7wxQa8mmPdRk7DOhs0VBgPiKvbzELQ24uKZ/8lGZ9Ivcrxnf3TJ/ekGzDUvc0pxvycIGLO5xT4s6T+wVyeo2mBk6K3N0gQdEI2g8wKcaEuhRcesbbV8TdHjlsCablwa8+4/1vr+juf8KMYegDdtGTnzyiWTUMfkLIhKxMMTPlQl6uESr6Aw/WGaCAqcTFgkdztQzkOJOtr4EVUcCx+9d/SkxCu+rwl5cUC5/8k/8b+/gx3ePL2i3uPG9+8Eccx2pSbwSMEUwW0l2kiJDEYLuedtkxpoQ4Q6aw7BdcbHo21y2LTTW1B9NQspAx9AsPJVVWc1G8OqxRcJk89yRZQDGoqW/7bB3GZ7IXSjGQHSkmiEuUpv5PftlVSmob3FQwxpLPk7KSlaxVdNv5auFSk/FAkFrWFS0IFmxFXZpSC9+iqUKHrUdTg6YTorW2k6wivQChMmMlk0sV2ooxmByrMhCLs6buPFOgBIXO0ZiWMM+IWJwRUjTk8y/wwSOHOe0IN4J7VLC95fj/OIYPDPvXPQve8HYcuDQHxBrW3qBpqgKbBsbbE9ff/jpXK0/WgCmJOTpSC75N7LYn9pPj0dLQDT3dUiipIMMl6eYNtkvY3pLGDtwth/Sci1VL4ohuM/m4w19f0W4sUV4w393ilsLsr2hPd5SLK9LbHW41oViO24bWR2gzjQ/YtiOHBeHdDem4YxeWXHzY4OQaGd5C7nFkyhGkTLjFGnt8R3QPMWZHESXeKcoN0hvoVqhrCTd77CoTP3nN7K7Ru3uuPtjw6INLTHjL7ke3yHJDt7jAdgbTW1yayKc7Qqkrt1iqoMiaWoBAwTYdpIyxpYLJbaX0WWpm3KpSjKvKBOMwppC2d4zvRrztcRcrhB2v//nPuHr+AL+5qkGYy2t0ueF/+x/+JcllOjx4Vx2kqlgplMWSPG+xSSuipWmYo9K1C9rG8ejxwMXK4UQrSylFnLEU8TVe2pdqLPMDJU7obJGSETkgangmKmMAACAASURBVCi5+kAlGYxNdbsirt5VJWHEoyagJdZ47F++Sfn/qYxlIUpEvKcTi4Yj2Ri8qbR3SqZzGX9ulXTnxL1iq5accjZWA00FfEmZkFPEeX8+s3e4ttD4hIQtWgph2eKj1LdrBpsSuRN0Fgw1+V9yAt/hSqx7spyq/dpSd6U5UooQjpEX332ChBNms4BO8TmzeN+Bn2lWPc3Kkn90R/viIcPkyPvM6RS538P1V5/y8Ycew5G7T0eG64FJ1zSLRLo7cfPKsjBwOay4uK6eTFXFNJa0v6csLhn3e+63kfVVx2ZzwXBViFNm+8WJy4cr3PsPEInkY8GZN6hdkXdHxGyI64+Y54Zj23K42RJSYtyO+PG2SnPiSy5ffEg39Di/YnjgGSikqSD2FdgF5TQiU8L2leAe37whrzz5uMV1kINSomD7QmJD/tkb+H85e49gy7L0Ou/7tznmmnefT1OZleWruqq7AHSDaDRaEkBQkBgiGApFyGAkzTUUFdKMI0kDhcyIA0UoKMoEKIsgFJAAAiCBJoC26Ea7MlmZZbLSvnzv5TPXnXO2+TXYt1sj9KBykoOsSFP3bvevtb41mxK6TJxfsvPWS+yOFR8nLB6esj49xjZbuP0J9fYWOffE5QVh1bHqA1FKkMFJhXWpXFNzKiHowu2Hpi7JFopX1gCRwhHK+HLaeV9SS1Xk4TduM97fQrsFZx98yvhwQrtbc/bBXdah4fBzL3H9X3uDr//jP+Fb33yAd6YsRmMYjacFbu2npNXAbHdK1dTE+YKwClSjMdoFpnXFi8/XVC4T+0zOQrKGeuRwtUcIEIpdMKdyVZcNW0itYqOB2m6IgwkNFiOl2FeSQS1EHPYnQyXVMs39LIvTiZCNkLKSXLneZRWMpBLTweCdpVahQnGawCSsSZhUbzRPRZJDZECzgIKIK+gSKQ6hHANhuSAJZDWYlDf15BZxReRNWTFeialU2COuAKNDRp0URqop9j3CgIqgg5KjJQwO0go/bemOzsjHK+ptw/pZxWjnmGcfCPWtGVwume0Y5itheZkYty27rYc+Mvia6mrD/GRBPRm4OF2x6DyzicUOmZ0rFu0WpWg3gYYRQaF7dkm2NTt7Y2zoUK3I9QG6fkRbN0DCDmvy2GMrS39muewXHD9V0naPe3bE2AuT7Zp9ei7OBlzdsrPVsGimfPd3HvFre2uaWbnGwwqVqvx/yUDj8KYnVWN0yGjq0LaBZ2eIb+mYleSPXRC6ERLPCNUIPX2KGR3SbBt2DlqWt9+l91vIeIKd7ONHBaNpNbBaBFQKVlTalkojWXxxChUGKkgkWyndJEbLnCFrCcvnXAY/WRGxKIqxJcgtCLqCameHfHnMerAwnPHBn7zHfLDoUHHt1hb13hZRHd/8k/dBErk3mNYgrSusoOzo1j2aBjSUqXefwU7H5EHY2hpz7WCMq4UUSnlwNhmxjmwEq8XkoKpolpIXLa6G8lOyDGrxMRWypAgiEaQUFiENpAHN9qe2QyWVNrfPsjhxHk0Jbw2BiBdFKovG4sApJyigSswJzVowk3m6wZGUXJ/aVECyeMTNIdfkIZONFMq7Fr3JqkF92UklZwaF1ijUgg4RNYpLCbGl6txqBOdxoiWzaqWU5UTBaCZi6QUkn5HGh6TH93FXD0nmjPUH51TXof9xx+7ndll/8hi3dYV8+ZTqygR7VjFqBM0Dl9Fi5yucT/i6xY0zz456drYa7JCYHo4wGYZqCxnOEDsh546zswVeK0Y7gqsj2bekdcDIA9ZHwuz5LTSsyV1Hv0g8Pur49NGSemePeuJZfvKQdVdyl9uTiheen7B8tKC9uUM7eMbjxOGbt7j94QOQqzgHo+0JPgXsyJBCy0dPI3u2wuqc0bTB4RBxBDng8ZMl5xcP2bs+Yme2DSayOu6wE0ceHNsvGbaeP+Tyw0ektIU/fB4/bUATzmZyZYjJIjiyBqxvSusWBc2RxSJGir4rYMQWlKrZDEKs/wnMBqMJJ2CsYtQVlMnGSHJ55yO4PGUdljz43kccPVpisme8PabZGXH42ovMXn+e04/vc+cHD9CgZShJjVkragK9ayEknLX4nEiLNXFQnBic9UynDQdXWpxGhgCJGiVgjSlZVBfRbAq0TipUMzknJGeSMxijuBzB2NLdgqBqyVkxFCMP3hU7ovykU2gg03y2xZkQcAYTUgn7IuT4E2SIQSmVayYDpiLVbuMOGhDbQhISWlrCsoL0ZRNNQ/m52cXwAC+GbJXkItqDa2yha8ce40oLJ1Iq31IdqFP5B4sXNOWSg5TStShZUcPmw494dYRUo32imo0Jnzwjnl/AlYbhk2eYW7us7xwjO7vocgGH+zQPnnI4Nqxlj9CvcCEQ2m1iv6aZCWdna2YjjxfD1gzMYIhphXWRLoDNK+KoZlLX4BwyKMkK1ZUJ4cEp8weB7Ru7ODOQmgnr+ZJ7d855Ejw3nt9l/9ouXJ5yvjWi221YrJSj0yX37i/IGX7hrdeZHBpU4c2XHR88+hzff2SIYaCWgFuesLulvPSLr/LibuRyPOGj9yKrD8649eIVuuMzZr/wCh99umD38Ar/8B9+jV/7l5/n87/4GlJP8IsFW798k1EzMDx6iK6F5qVb1DxDZrfQdVduO31EnENrj6YaTAkyI6V+z6SAmo10I3V5c1aKkRbNxUlDTCUcrYIxlLoOV4quRCKXDx8yXJ7x+L33uf/uCUtXsz2aYFC2ZzvsP7/LweeeY3rY8gf/+W+zHBRripHFmeLKSuuh5IpzwFe2mNSalpyL82dSGQ5mDXv7U8IQS+P60JeEykjQypK7ouMnasRENAhGTDlZswMTyY7CZdai4YqG4r/2BhkMMeUyAFKLRtC6woTPbEIYyLlU3aFlmurN//+bpVzKqn3rqXJklDOGETYJwhqjE5KVMu1tA9qPUa0QP0dWpSw2UHoYBV9azQykdWRdgXOGtEm360ZP9UYIOVM58NkwJC16Zk6IgkmRpBmGVDRBp4THa6TdJTx8hn9um3qvwt65T3h1n/V3H8HeFvHeI3j1bZqzD+m2tlk+6qmaC0JnWQ6GkU3QNizXjrOzjp2RZ7rd4NxAjGtUhbDqkPGY+dEZi6Wy4zNgUV8aY4bHp/R9ZLY3wvRrerOF0QXnK0ucTnnruX2a4Qw5PuHJ6YrLBGcnC2IsxorBtJxenrHMUwaNuJQZ5hZTefa2lBgtQ050k23+6uNP+Yv/8ev8wudfZt3dpx0ghoHv/fAOTx7NWXz9e1T1Lrk7pk/Kn37rDq+//RKTWcXuSy9h+gvO3z0BlOr1tyjo5xFcXoKti27pRhirKA6vCbUtqkusGtCMeIsxuhHxFWMoWFSzLlZNsSVVUt43hQwvinVCGuYsb99m/nTJ6Z27fPDjM+pJyxSojVC5mtHVHQ7efo16r0J84J//6X2Ms3gDrXdYzfTrNRWGEAdylrJY8AzdQEyWKhnq7YaD53eZThqSrst7vXYFC2MKqQ/XYqRHTYFziXNALr5uDRC12AJzsaFmY0AsGhWNBkwqGi5Swuc2lknvz/jxs+l7sax6pzAkhZEjrJTaFq+rcdBIGXWbxqEqmwYqi1hFrSLWkDVjhm0w6wJACluoHBeOkHUYCVDVGAI2JsxEMCnRGk92G6J8togphDw7JLIz9MYVeJgmYtVgNOCkIO7FgE/Q4Qg6J3VL/MGUcO8DXG/JN1+i+vQD0gsHXHzjx3S7U7YfvEN/+AYTPma1ynSpZnvHkvuKrrF46fnwzhN29/fY2mmwMpDWSrI10VqsD/RPzugSbDcRsRWVCeRkuQhC061ptrexhzN4dIxplSePBo6fDbz49i5e18wvAk+fRp6crmj2ay4unpGlZbnqma/nVKMxl85xdJm4oh0P6j2sG3h27wFPjx/ipzc4enCPVFVMD1/kX3z3Dk2zy2p9Tk1ivV7gbcPxxRLnOzLKMkMOnpUTXvniNS7evcfi6IzJzhS9+hKTPS3Z3UFQ48lDJGZf+lItmBQgJ0qjOeSNHm1y4UkpqZwm2aFZsZqRpim84k06BAzKgBBY3v0+J7cfc/Qkcf7eR1z2kbYR6tSjUlFPdtg63OXml15mdqXFtsL5MjEEg7OKd1LqJdNAJYboLKHrGVkBWyEkulViEEtrEtdvHHBl21FzTkgtQQK1LzGybEDTCJESOYsYjATEFK6vSoWkALbBiEVkWQ6gHIukYgMmJaLdRMfqWKJvyZaJ9WddnCKeHBL9ZBuX5uRVxlgl4nBkGhK1RFwEWSdo60Ks0zVCQzYJGyJKIZmRi/vHaCT5LTJnGC1s29j3xLpMWYtvtsLYgdxJieHUloSnBjIZ9UXk1UFLpXoaSCIEEayt8ZQprnWBow/hjckBfPQe9srzxGqX6u6fshhvEd+7R/fSlOb2iseHV3n+7D4fPzFo66njwGIhjMaGJIaP3p+zvbPLxFvGVWTVgSUjYYmralYnF8xnu+yZREwB52vU5uIUmXfk2RRnwFysMG3No9vnPBHL1VcPkfnAoAP35xOWF0fcuHHIo0/v89KLb+Iry9mF4xgHKMMZfPz4MQ+3G6I+48ndO1wsEpfdkvmd7zDdusa1m7fYubnN8e1P2bl+hdWnpxyfnRByBFZoUnKzw7A+Y293h7/97/8tXvyFHU7+4gcsw5jJS69S3TzAuUwe5sRksaLElNG8LqVVAiKg1kJKRDzGJQyhJJFcuV5ZyeSqIoeMdEeY0T5I0ccFv5EgLlk/eIcnf/JXfHqv49lZAGepxjUesDlQTWcgFbvP73Ljjets7XnM2GKc8IN//AdgBZ/BSWkHML4iSsZqwk13cN0KK0K3lkL6XyvTA8vNwzFbEwhSk1JHZQ3eKGJ6tKrRUOyfwXtMGjZsoIxWDTZlQjtChvK9zKkiS8ZEMC6Xp5jmMjwygRwtLim2LgW6n3la26dEVYF2F1CVfsHSVzVQWUfMhmgq0IR3jpQMWTusnYGfIn1XzNchlr9E7UociIyLPaEeAxdURnARWAVoKlSF7BxDyogIISk+KVYHEgnxDtRjNIFRooDLAAbrbSkuSoqxCd9lzs9HxIt3sFdvwYN7eHnI8NzPY777A9zBAfnPj3mSR+w+OeVoOiLaKbWsGey4yD92zdOnidm1MRVC1dYMQalSJNiSM+1Ozll1FbvNGrUWL55+yEBEksWPRkxGDYZA7gcyhge9cGWvZntYISnyyWrCennOa6/tY/uHrA5f5vqNGR8frbmIcxYPTxE/EGLP/PghN976HKd3PmTR98TUoavM4c5VXvqX3ubO9/6ch+8Etg5vcnz6qMDTnIHo6FarUrU4PyUY5e/9vV/n1v4lz77/iMt+wsHNK0xfuYozfTFvLx2KZYgRcQGl3lD6M5q0xL5sqWHPavCuIWbFqi2UQxGki+Br8IeYprw/s7E4m+hXJ/zpf/V/cjlPWE2sgqGuGurKElYDroZmtsfW4S5bV7e5/uIuoysjqp2WYXjCN//nv+J//e/fwWRH3Tgq78BAXK6LkWHU4tJQYOgUyWbVJWrvOTg8YGtbqJwhxkSyFbW3mHGDsUULNXkB1QgJS6jK1FWMRYdENBUmdQUWoKbABZSC4MlKFlMg0wEwDQYl5A6Zd2gtVPLXn50/W0qpCl6xuNMHvEkldxmFOIK2sqiUohZrEpUH1aYwYvIl+BEatFj0jEE3bFlyJlUWOy/15qtowJY35mBKVdqoilQqDJWlyZGc8wYH4UsZTV5DLKIvTshWcFhC3xEtGClxI0VYdjVpqJHuHK5eQVcJf/yEdGPM8M5TZGdK+/icy50dZgc77OY5Zw+UNBmxXCw5elwwKSPr2GqFab1mSC1DNSZrZHW6YPBTxluBFJbY9hAxilXDep5o+hWj2QjJPTEoZuhZui2u3thmVg2k9cD5XJifn3Ptxh5xLhw1X+DJ+g63//wdLlYQeyGtO3yj1EvDaLclDLDzudeZHi1Kt8kbWxgf+egbf8H+ldc44x4PPv4RL/3yr3D27XsYKVP3KEKfoG4NX/2VL3G9OebuH19itsccfPl1RvoEWV6AG+hzXUgCaUBcKbESo2jsMNKWsHweQR7IYvAaiL3BVAbJAzmX1gDXVpiUkDqjKWN8RrXj3je+yQ9/7x3ikuLLDh2TCIjgcoOvKrxv2X/+OtdePWBnt6Y53CG3a04efsQ/+E/+CcehJmaPd0X+0xjJGkEdTiFdrrGTGieRtUI0grUNMw/PP7/DxAimjE9LG3bjQbqi1eaMWCXmUFI40RUa+lAyxCkHrKkxg5KrDHFjniAUi+sQyNZhUVLe/J7OQ2PIMRJ/Rp7zZy7Ouh6Rcl8eskMgJI/PEfFSSmPxNNbQqVKpJ6RIkwSNiRhanO3K/doYsqaNV7MsdgnrgsY3xSCuKMmXe7lWAnVD6Ht8l8AXrdX1QvQJa0DFEK3DkEih4CdCZZFUHsNSJXJwyPVIeLjme//dH/PV/+jfguUFmARtQocRaQnjJtHc3CrIiCETJlfxB2vOP3nC5TIx3ZvSJmVvfwbDkt46dBhYB8viYsV0OqERU2juo10ER9d3yHxRTAamInYD0kfCoDx+JKTn9tmXU+p+4Kxr+eTZmrMs/Pjb7yNdYnJ4gCbl7LinHzqsq8kBqskOt37xC/QXRzT7W9z92re4OHvGbFKzl29gd/aYTbe5vLxkMrtG6B/S3rjO+ddWrBOEDLeeu85v/t23+dJX9+h++An3bgu3fuNzNFOQ9JRhmVidHpNcg2kKyZ4cNqhUSgkuUq6mEdT1aEyYUUWKxf6YcwWmTGQNmTB0mBxYnj3hh//PX5Lrm5jW4U97nGkRWRNSomnH2OkWe9sjdm5sM21gPHW4nW3cyMNWw9wp/8ff/7/41rtrxn6LWhJ1FbCVxSlkVVQh50SvCW8MPnli7WC0Rbrs2a0Nv/xzN3n55pi2NWgeCGIZ71aItRhLQZ7YwqUqo+VitrMpoE6IpCIPSSY2VQlwSCRmg3NFbjS1weRALgIHlUA0Bh1K562kz0jfSylg2cDdrS/ArarCa4CsRM0MSfHGbrKeNZjSHGw0k9ME7FBAX5oKUdCWinNoUNttqNgF6ShdLvUKpiYuV4Wu5grGCRHUaHmjihBVkKEnmWJC0ASkkiV1sZx01ib8eSKmnvvvZ6Jm6nxJOJ7DwXU4+oj6tS36H685OVog16+zM2kZ5RMeHK25XAS2DneostDuV1ThjMSY0EfOzgO9KFsjwRgLoSsGNCnojmHIjMbl1Ek5FOrAMGDMmCGtmLFAwsD7j3s+veg4PptzcXnJjedeYOuVK1yc3OfBg3tlNWUglInnjddeYTJrEH/I8uE9ju9/gqsm6GhEdeMWd//iz7jxwvPM9md89N1vEGSNi8L2/hvMH7/Hizev8G/+22/z+c9tcfovfszFsubVf+fz1Osn5DSiW/aE4BHrsFUxkuRhQGyhIiSNxYqGlJCCK+gW4zxxaHB2oPxqV0wIBUFHN3/Ke3/0PR7cyxgOme4Ls90xVbuCrR3caIqdtexfnTEewbQQXMh4Kik5SLM95TIl/tF/+j/wwceJOgnYoQTFnce5Qttwo4ruYlVSStkUQzwKrmVYDLRquXp1wv61Laa1kiQTssfEXNAnVYJYvEsGA5tKEh07TBSgGOJ90RJJajGxx1nDYIo6kbJs3uiF+6w2/RTkwGZAlnPpKP1Mi9P7itStiGhJ77QGzdCvFVt5bAjgwZkyPg5kNA+oOoQG0aGY2Y0BajADllJklKwH7cmuQnJJr+cUSChDhnYIZQKMoOJwGYzKT09Nm5UsuXBTtWibmhTRVHKhAmoqYu0wLQxr4eTPvsbVX/1XQR+Rj+/TvLBP+PZ9qpenVKPnkEf38NvbnD265DwLzahlFDu2Zi1upPTrBl8ZJFpW657pzEOy+Aailv7S1eUaN9smXlwwmm3T94qN68KHrafoaEx14kmrJT94cMH9eeDZ6ZzK1Lzw5uv4Vvj4x9/g2eWKum2AXN75GWaHM2ZXtpHlKcPj+9z78DGKZ7K7zctf+Qr3v/4tdg5ukn3F09s/5uhsgYyUvH7Ec6+8xO5szW/+1hu8MEs8/caP6fox1770Os6sSFVL1wtZm/KF2WyEbD6/MPRklwuGJlnwgpGN48s6DBl0WfpqUNQ4RAEb6RfH/PN/9G2O7g9s7Y4Yz8oAEPXUsx0Or26zK0+ox6MyJHIbVMlkxDAYsnr81RG9Vf6Xv/+/886HA7WtQALe1mRrqJwhiyPqGl10iLHFT1wJLlicicyfnROrCZVGru1vM2sgY8mpJ+sYTX05AFIZXKov7EpxHsklFimaUHVk40ozdf6JTJLIIeNsgRSQPNkqml05WOwGYp0TJN0MRi2Rv77I6GdDpQ3kqvwhCUOWgooQawvFoHVkLQ/sFAZygmRHG0p7j1rFWFumraY0BAsDRhI2DhA7CIFsE6IRo2BVsDbhXF24t64YGFRyadIWKY1QVtk4/Mi+dLmQ808JfORikGiNYLXHSObB909RscjxM8yVm8STOeOfu4WmiqvTM6qXb6B2oL11heFyYDJtMHWFqypklamryNDDs4sF43ZE4y2+EnK/wqklG4e6Eavjcwbj+ODpmvc+PuFinkmpxRmowprKzLn3+Jh3ji45fzbQtC233nqJi6OP+OCH73J20pNyxKSB1cUljpqYA9deepmQEg/ee5/zkzlnFx2Hz73A5//1X6O//5CULO3OhE9uv8P9+59wcOV1mskWRz/6kG13xm/91pu8NFnz8C8+Icg2B1/+Atu3RqQY6Ze55EaHSHINWIvKQMoD3byHkNEukQJFHskl5C6iiBZkjbe29J8YR2UzySz54Ov/jN/7b/+A86XhudeuYhK4pmVxekGKCecde9PEaNpibQRfZhPJTZAIrh5TX9kljib83//N7/Kj20uc1AWB6pRMwKNoSuT1okC1DRhVUggY50qBURa6lPHWMt0es3cwZmtaY0jEXJPjgmpassKqqWBFUjHUZMq/N4vBWCWLFlthIWSj2RR2kMslymg9+IQKhaJgKTeIUFoNsKagV1Swn9X4riFhN6FmkYwMgWg2j31NRSLQTMwW4z2Vs7i0ApoSMs1aLHVqMRs7k2pCfYcspfgqBYyWEZfYRDSG1oColBYJddTDQHYeYyJJDTnJxtuuoAM4X8KszhJjQlyZpA5UWElUtSFm5eRhIuYV9a2rpAcPcVevEO89waVIt/8G+/4h599X/CH41rHVSKmbqCskLhmCIUnm/LLj6rbHpR41FV2sCbGj2aoIoohErh5MQR1HleX2UWR19wFvvHyVnZmjc5ajXpC6ZrY/ponKg48+pAsWEUuFMBnPOHt2VOSJCNdffpXxds2973+HxXzOxdmckdnixV/5Eo+/+33Gs2tc//k3uH/7XZ4ez3nurS/RVi2742u8vN3zpb/5CpMn3+fBux1mPOXwl96kacE66LpiLxsuBtyowpkBTYKxm6emH0gCGnMxkBuDrVsMFtFuM12flC+oZCQ+Y9Fd8Pv/4Pe5/cGaVz/3EnI5Z++LryNYKg24nX3CYkXcnZCpAIu6TU2hdVBFfLOLHXuqLctv/xf/G3/2jePSuWMT1tWIS2WnsIbQh3LCoWRVUt7YR7uIsYmYHZXfwqXMzf0xe+Mi8cQh4XIkmAbrBGIAXxd5L1pMDIhNJKkQijfaWCnB7R6QQu1TcWTXkIcEkpHyjacYjgcw7Qb8tTk58hqsJ6XPGLY2oSOnskvgy5QuKRsuUCRiWNUQh4HUD4QQIQeszeW/l4Q6LV2OCTR3GC/kVKE2oHZSSN2uwuRIXhf3URqE3NS4mDE6EL0tuVCFEDKBiLMUW5QKmiMxdeR+QFIsDpLaUzmlMaUxip0xZ3PDp7/zx+jlHG69jJ4+YX4xItiGnZ0nrI4s9saMD792l+moReuK1TozPDshqaG/GDj7+IjRwRWsFWRUE5ZruqErV/fVgM/CdHtKnQN1XGGS44rpuXJjxt2na/7ouw+5c++ci4Xge2HKmB5fOkhU0HVmtO259caXfjIQLNVyLSy7yNPHT4kBRpMJuUo8/s63wE3w24YnH9zlwe1PuX7jFq/+6q/y4Y9+wJu//EV+9Tdew777l9x5d0Fqttn76pfYvtFQzxq0LyddzB7bRBRIOZPjmhBL0l8CGK02Vezle1B2/p5UbWGcx6Ye40B1zsmn7/B7/+Uf8IPvrdBeGVUNJydLZPmMravPsVyvqPa3WC4v6QhczBNqDdYo3kVsrZi2xo4Uu9tyfvYpf/6tJyiKd7kcAtLhRIryOwRc5bG22E1TDiSpyDkQwlBmEhRm1bgV9namuMoRYyBSkYae1nf4xqCNKTNLY7Bm2FDbweWq1CkQkRTK1NZUZRFqRrLD5ACyBmtwVlAoDinrkJQQ7chp07an5bQt7JLPsDjF11jnUGsQaVEcaCKbQi6I1mCDJQYYfEV2BmyNikOyKV7X4AqJm1g8lNIhcauY9nJA+h4jA05j2YVSGZ7k/pKomTgUi5P2HWqKW6kZDHkVkSFjG/vTmnDrDF4EFU8MicopooaqNox1DnHg9neWyNU3cYv75IPrGInogyOGs4rZy2Naa4lVw5X9KVU/MNoa0dOyCpZnWVlu7XIgC7Ibs14aoh9jnS0t4KZhy0HjWtZ2xkWE+eUp37h9wj/99sfcf3DMBTWnVUPfrdm/tsci95yfP2OIPUdPntAPF7zyla9w+sm3karGOs/ujauEcMHlvU9YrgYWl0vSAGNvWPZLjo/usFx1HD94ShbLW//B3yFdHrHqLK+84Hjvj77PgwvP7vWb3Pj1L7GzTzmpCETjiNSYxpKrEdbVkCuyTMuJ2AtxGAi5w3qDyZCHADFDPUF1QHOF9hfE0wsWd4/5+P89xqwNb796hesH+5w8/JTX3rzF+998gB9FRju7+GGJkxHLkxWrarsMFHvIjLD9mGrcIs/tcuevoRQbWAAAIABJREFUvs9/9h/+ITGCdhHrWmwM5bsFVBKpZrONAymWZ4uArRRnK+pRUwgP9QhfCXs7Y0bbFl8lhj4TUmAeJ8hoim0EEwSJpW4S9WRTF/tdnkN2WOdRU967xqUy/DQGTMG+eoq/Ow6C2EKBlKRgArimPM9iLoDprHip/tr197OntTGWHkMRcupxleLUE7uyo7gQCyGvssXYnjeUsmzLtHaoSX7AyUbQdVXpOTHHaKzR3EFlSXEghWIwNkNpr/ZRsWNwGzGXusI7U4zkKWywmoJ2xfcrpuxggzH4OKDW0ftyz3fJUFlFa+XiuEe7c9LkNfz6iOo5R8cr5GGBy4ahrkl+zHroWNuGJgSMMSyXgbxKHIx7BIeTSKg8dogkN8OuL4hti6kiYdHx4GjOeqvFVA1vfuGAK88u6IbEYgicPnjGqJrx5OQR89WaYT1H15a6mvD6519n+8oBf/n0AqcNzgjWwTDvWa4UaxLT2TYpLUi6xdnJOfs390Aqzs4uaXdbJHt+9Mdf429+5W0e/+E/Y/5syY1f+iLXfnGP2bRniK5UJmhLkh6GFalfgfHErsOM2kJUR4lOSV1FawWVkk9M0qAakZBRLKlfY9MWW03D1p6j/RVBzpZ8crLm6nMjuvwc3WLJaLfmzje/zStf/iXm9x6BCuvjgXwwLhTGWYMZ15jdMUw8X/+f/pDf/t1H9FrTOBDpcHnAOkPlLEMMrLKlXXZYUxP6jtVqiZ2Misi/mY2oqcnJMpu07GxvMRk7hlihaYDOMJkFpG7ITpGYMSmT8KS4xroKJW883hHNGTUWowU1mk3p5EQVE4RUtdg0lAJpLTRIYwwaDZoSamuM6bC9Z1DADJ9tcZqqKp2CxqHOMkSQmBHAaWm07oLgCcTeMvRAGBDjytDGGQy+yAlYbFghflx2ExsKFWFjRhbvkUUoY/lk6ccVNgteLFYj2tT0aUBjKhUQtsK2oEOkspDrhhziJmALtQHbK7Q1MUVq22J9h+SBb/3X/4Qv/cf/LvSKM2P2DgO59qxXDR///nd4+Qs3OX73KabtmFtP7mqyU3YOr+Hikly1LPqIpMQyAKMxy5090uWSj84FN7JMbo44v3uHD56csT+dFKN43dB4x2s3D4ltw/s/+iEpB0x0DFGZzoSt5/aYH52yXif2r8L+1dd4ePduMYpHZWfnBtPpiNnsdXpV/IOn7D3/CotHxzz33Evc+OKrLL/5Hv/ev/Hz9M1V6M/4ub/1N5jutDT2lPVCyDGgjRBzLg1eEXJqECckC+QVuY/F++kcVePI1faGZj6UZut1prKGMT3WOcy0JoknSmB0peULf+N5dn90jw/nAzFccPjF1zl/+DG6cHzwZ9/k7V/9Cqv5Cu0SfZcwbxyi7pL3v/FX/O7v3OVp3zJkSjW7dUjfM2knVI1hkJKEcq70saY8IFkImpAs2MUSbEXlSx6zDxVSKVd3a26+OMGPoFut6fqe8WRKM/PYSVsaB5whaUkiibVEikdaUkYko2pLfYj8JB4Wyeo2zQUNJvVFSkolECBGUY0EBeM20kyuybLGWYfEz+gQMjqQrMeIYGKH7Qr7RZwromooq36gYoiptFv7KUIpOTV+42VKQwEcuQYXQzFIEzDiwa7I3qCSNv5bU6DA64ypS54S45AwFFHXlOGSJSDZEJwnaoJuQBG8U6ytkJyJvgCiJBZdqcEQR55PPxbefHpM88LncE8+QGX46Ye9+/weLl6gVc2QIqEPrBdzqtkORtfo5q0yLOYMy8TOwT4TucDkBdEmXrgmPE0jHl0+4P37Z7TjMYuu8En3R4aT9YqtKwf0AxhvGSVYiMGGSNtOuPjkEW53RjMeM57t8/TRewxdxvpMyELXLVnlhtOLR7imYugi7emMi2ePqeptlidPkKHmg3tjrn9+wls/X7F8vMDtdMRlX65UvkKGQEoKMaLrcywjoo6RuCQPhTSnvsaIIWZgvSxvKAzj2tO2pVcEA2JbJAaqJuIqS57NkOv7XD29YHn7EZ2Z8+6PvsGtq18g6n2GecXRoyP2tvfITaKPibOPnnL68V2+f3vFozNbavIYkHGLDpG6rci5J8QKREmULHBVCVl9cZ2lvnx36iLtOFvRDaULtHJjtnYmNL5Q6kMKUE9pbMLUU4wOm8RIjzF1uRkYh2gPKRb3QI5olMJyyMWVZqwHsUgqND1VIctPpJKwQZh4KqsEBWtKSECtlH4Z99cvwZ+NxswGS7FbkQzqMjEpSi4fqi8fXCIW10Psy19wWJVwdcqgBvWxBG8TJCkjeuq6JMWzxaLU1pRQKkWaGUzRyohlC3FKKdLZjKKDGvKQNqSzUuDrjIIajGY0J2o1hT80HuOMIzuHp1A5h7MVVfwUmV2FqYNRi809+29POHmS8K1HpOXyPODGezR1jRkCMSbW/YBJhsNbW2y3Aedg3iVu33/Gs/XArvQcGsVU0Fm4WK04Wc359OSMxaqjX0WG1RyLY9X3qHrG0xFu1HL89IS0glsvvcrJkyes1qV4OKdYUKXZkEJk1a+4OH3Ks9Wc06dHNNZy7doU7TpOT56wrgzzR/d4fPcMtQkNgTB4hsGgUpFCIR126yX9uiXWLZJ7EjXYFmNqJA6kEEkyMKw6jGnY32qZjSsqho1k4RD6Inf1JVtifabaHtHOGqZjz3YeOP1EeHr+Ed4ZJpXl3a+/Q8qFLezamtPLxGoNLRHxlqwDWpfmcUGprMFWNSoZJw5bVeBawlBMGn0sOdKcExKVkSgSe7Ja1Dumo4bdK2Pq2kLuSCFQM+CaCokJzRlSkTqMJkQC2XQkdWATmoWER2tTcqfGFMwmimppOzM2YUyxqFotFYJIoSdkzZuMckJcJiWDWMFr99kWJ2IIKaA5Y0y5LyslZWEs2KRYLXXgWYVofbnH53ISAgXn0FvspukaI+DLTvcT3dSIErXUyNhKIApV1gIJqxwyZNRZRAxiC7VPvCc241KKhJK0QImNZEKKJF8VRGbskW5FkoQzA85YbMooFcohzp4X7TQaYM7qR49Jq46cBpyB0c4uW61Q6SXzGLjslLDKXLsxYVcCEnv6rgcNJJdYuIp7Jyc8fviUWTsl9R0xDwxReXLyjC6s6PolwzqxvbPNtf2rTJuKGHqaesLp8TnVdIsbn3ujlDiFDt3gSbEFSaoaEXF0AmI9k7bhrddvcbVaMNOO6XSXK59/jfF+zfUrloPdAVknovWYrS2kLrt16gdcUKQRCAGsxdUO45TYRWIsUlhcOLbHE67Vio8FvYFzGFvMCCIWYyzZDKgMiFZYE3Ftw6it2K6Vuhr44XeOMA3Yqacx21wcnxA3FKG6bfDiODpe4WWDnBwUExNWwHjBus2fk3tUwctAU3uMN4WvTIkqhhhYD4leIWSLr0bls7TFbTYkiydRVx4/rog0RaIzgmS/0VlbTHLYHMsCzLnIg6lIfsWfUW551hQSR44C1IUtZDxKQKVwhpzdVIh4QaPDOUGMlqD2Z1mcSRyShagFMRGkFJXaWHo1NIXSfeEaki0WJ7KUBrGUNkd+Ql3Bj1hb6s/Ak7qudEo4V+xPG6ylJodUDnyNcaW0Jo9rclYShWEkdem7sBpLQ1ks20AMSs4Gbyy1E2yUQn6rK6qk0AupbBdI6DFmgfQBOznEjALrB894dGdB15U+xYU6Jj7QsKLLFWcXiXxxwd7eCNMHhigoid5WXCzWDKsVT374PnfvPuW9u6fktqZfzlmFJfPugmSUvsucX1yQY4cdG2YHB8Q8lCpC7ckE7n30I7Kr2dvdQ20xcntfkVGGfk0/wLov1Qp72yNevrnF7rZy+uCY3bHhtbdf5dahYUsH2u0aqWp07PGVYGuBEAt1PEf6PpKDKUxdcWCE1PcMl3PSek3sIs/tOLZah1S5PFN8DZUpml0qyQvTGiSBMoLco1LjthtG4xqbEpIGxpXw7o/uYaUU8z76+B7WW4aLOVYzKnC2Lr2ZzirOCbZx5RK2HjakBQNSo7FHkpQTLWuxc4pi1WONp6orjG3QEEmrnvHOhHa6mewbJVceaQVXZcQt0FAse4ZQ8qdDyQmLy2gyheiRipsnp5IbtTZhzICmgKkzkvsCnjPup/KKiAHxhfiQMsQEJqJxwAyx6KCfaXFqLp7FVHwYdRaCa4hGCK4C8STJJCLaJ3KiBKY1IDImaUmBq5SHveZilyrsT0FiD6pIFyBDpRmNQ7EXryNkLSedCk4yJqVS+9AN2ExxEJmMyUprFbdpfoqaiYB4g3F1ueo6wbZVGSIYJa4uIDlytYPLj4myzeNvPuRyyFR5IK4GmrzGemHldlmvB+rKs7s/ZqQrMhnRyNmyQtaXsDXlnU9O+eaHFzy8VB7nwOnRPVarNbmLZdevoBsi63DJ5HBEf7Em24g6Kd0dpsZVntOHp5w+OeWtr/46u7NSy9d1iahKzhCGgWHdk+qWX/+Nn+fazPL0Wc/ewS5v/O0vc+35TL8O7N24VtIZUhdNeNQWgJYqQ59I/YB0PUIgtA7jDCTDsDakKNSm4dCHwmoyoaSoJWFiLLQLW+QrZ0BjwIxbfGXQeowZjbGu2bBZBTcAZNYLw9nDY5rKsjgf8K1g6grTNjw8jZwMiWZ3jJuMkTJSwaRMXTtMl/EOvHUY3+K3p2RcITwaKdKchcpkYkh0XQ/ViPGkYqd1NCYRrBAHGDWOWe1KncJSyP2mAY9NEZSziKNUeUiFaE2WQqQEQw6FEyTZFSUilSeU1eILSEnLiavleRelKQFwHFVWjFNwVeHZfpbFqaY8G9PIg/Osc8J0QyHBa43YCE1Nral4Tp0l66YKTR2SC5jXJMHSYHCQLeQGMRXZNeXY90K0mVw7vEulU8MmxIzJgMvFJJx8cQ6ZymOtJaxLfjDZUpBUnEK2+FgzxD6TYsTmoXhxo6GyJQ86v/8Q/BTr1qRc0b13hydLR+tgndKm+6JjNViWTx/RZuXGLNP4msU60GdldaGkbiA0E9Rk6jdf4dLUnF8OXNnfYXG53IRpLSYMVCHijLBYKovzNf18zXp+yeHWfoFbTQvzF828//U/o5mMuHL9Jp//8ld57ee+TIoFCdVrpjeO2hvefhG6o3Nq4K3f/Fe4Wt+n0TWP755gxw7tDGoGbD0qzJu0Js9XMF+XmgC1YCb4scdIj3SXtMunXLORAwn4XjGumD1Q0A0tT105OcWmwoR2LcY6srU432Baix03tPs7+MZQiTLvItJ6np5cIARSnxkuFrTbE3JjOb0MRK3pLpclIpiGYnczhjiEciiERCaCh9CtULriFINSpqwRayxRhdA6msoz3a7ZuTomSoYQqGtopy1aCTFEQsp0safvXDEtiKDWoHkz5DGKdUuwEFUL0lKLsUFsBldhlXLLI0PuKWCthGUg2YjQE0xCjWPIkKLFmAHDZwxb5z6gqvhoibJAQkacwQ49QyMYHdMsF3RkiJvmKGcIpsYb8DpHbE1CkbzGei3xmej+P87eJOiS7DzPe74zZead/rnmqau7esLUaIwEAQIQSZGULFuyaG/skDbaeeFweO2dN17KlsP2yg4xwgyHw5ZF0gRpkQQkEiBBNMBu9Izu6urqGv6q+uc7ZuaZvDgXpBcGGNEVUdE7BNC4mXnO973v84Cuwa4QXZcMbmPJ+bREwgI4Y4hxgSaQPajakoJHZ4EuIFmoK1NSNFaIWTPwkShAjIXcp02hJFgNfSjqTxyV8hy8tuTmf3iGNhEGWzx69fuYDvKgvESSjXRthalaqlHD1u4O+fgAg2Arx0ePS+hay5LH7z9g1i3pZ45GhHqkuXT1Bg/3D8gxUVuF0w1dLlGyKB379x6yt7fJau4J0jHZ2CLGhK0tg2qDacrE2vDma3+BM4KnUNCDGPo+UzvhN/+Tr7P/vdvs7mxx7uufZWN8RjoQtidgDyo+OqzZ2JuTk4cIqT0gsEXsFuSo6LVG1QbTGJwV+vvvY08rxs6iaou4mmg0th6WpIxS5QPalB2eyJrdZBzKmqJyDB6xQmo1emipNsYMBxWbzYJqqQihYyXCdDqjUWMO7x2wc/kyvS/3Mx8X1ErwqxV1MyDGUAL4dV0wQzmQQiZ1gaau6OcLPEWQLDHhrCuaD5+gF/RAsdE4NiZN+TLGTD1wuEGNY4k3utxfQyTqRAyaFBImlJqYB5QodKhRaoXGlVMZxfGTpLxQk4Loi5OHqMnZQE6ELKjgUWaF8k0h2BuNToEQCofoYz2cjfxUc+ZLzUspiBFvHeILGhARkjJ4U2pjKoIxgkoldqdzKo5CpUjSQK5QLiB5SZonUvKE3KF6j0LTxkSuDE0omnFEk6Q0T5xrgAKKgkzrUwFLJYsKnk5lUhJ2PvEs164ccu87ZyRVkxC08rgcCUpTjSzLUHP7t3+f5/6zf0o4PWJ+b4XbqCGAVJazY49yhs0mIdU2eXFGNZmwUAPuHi95fLrkrD2EeeD24RHj0QazxRkxOwaDBtUUpIapFdt7O0xPjxmaMdN+hYkJV2v2nxwwGU/oloEUDUNjuPSFr2J3dnnlj/4Nszhl+9IlHt6/T5cS2pTE0K985Qb//t+9xOE7j9j5u79IveVJ/YJ+FsjaolzNaNRzaXPOPMPE7hBcjfQd/uiYbMqxrRLBKiG/+zYqWLa2hsiQEgjQtgQ/hhbJ5UetxIGm3J80ZaBny/Q8IkgKoBLKOMxoROo9g3Mr9i7ucP72GZcm8GEnrBaeRw+PmWxHVq96zt+4yO6LO1y4dgV9f0EIC0zUdDHQKI1IKKzbrJF6jOoC0mhi2xEEvM8ggqsdripoTo9HBcVwS/HUcxfYHSSWbaCqK0ZbDc0wE4KgItjOk6uybeiDIsWylUh9CRgkXcwB2IS1AemL2cAHEEIJ2VNkVQRbWEimUPZoE5hIinUJ9bgh0q+3G6oQCn/Wn79lIBTQlSGLJmpBp0ywtmAnlZC14MnoFJHs/4bgnTuylsIzpYzuFQ7lS4g+iSEFKfWb0JdlLppsHK4e4qwQG4tDoVWFcQaHglxK2TonPIJVimxKkVsJZGWxRpgsDrnz3UWBAKdICh0eB6ZwVY1LKNNz/3bN6u7bqOGYaneEDhFNJM9XjCeWc7uaLleEo31ys02MNWM/Za+fsqUig6C5N0/oekiXPLM+YqRnuZzi+wg5Mhk3ReKrNNoZUtsVengsrUclij72OKeYHh6R04LsD7l4/mkWj4+4+eLn0Qh9jISk+NKnLvLrX99m/vaM9iwwvKhh1aHHFuoaqg2M02grpKgYjjW6KoqDrBVrlEWpSfmObp7YkIq6Vlgd0KqEtjHFM4l2lLH3gGwi2AKmEiwiqay/VPltFICeI4f1MXNQwbDcP1VlGPkeu1yxjD0dii72jHe2OHh0vF7tLKi1QlJFff48ol1RAWIAQzYK33bEnw4DKeC50hstwDmVIn0uXNxmWHF5Z5Pt0U9VET1NY6kqIbvyAjJGYKhBVxhj1k4fS0rFSpfWNPqYEtFrlq2w6MqdPaeygslRUGhScqVqlg05VOvbXQTJpJhRJkJY4VmRfcJEj8TVx3s4VdLEvii/c1bEPuH61VqnDb7zqGhQoxEqaUIUEj3Jr++cvtinRUHUkeg82SRUXpULLQUenChthiSQnSXqGpTF2zLgKQ7EUIqqCaIP2BiK7jxadEyIMWitMMDZSfprWj0iVAKWiLEarRK1tlQmo9qWw3/zl+AyG1cm2EoTFXiT2Zw4dNfSmEjavIKNU1plePLkhON5y48/PObNR3MCmfNXnmY+74jS0iXBR4uqFNt72/Rdz8HhKbaqWc5XqLpCdR7taibb2/iuYzltSWrFub1LrJaO9199A92saCrN+MIQLxmtKl56eo9v/vJT+A+nTJcdw6sX4cER2hRYs54MUZWCpkHqAYuzFanvMVWp3vnZqrB/Ok/uInrl2dj/CKlr9KAuHUXtAF9s4SEhvkOsKciXVShfR2dL20gXOzUxkimrGMkJ0cVBItqUY/PAMq6EgXHo2qCUIiAsO8AEDu7vl3tt13NxZMk60d29j0oRUUI0GlwBUNucqK0Qc6ZPCUW599emIishWYfvS8xu0GjOX91lOKnLb9IVy7XYjPIZY0AZUzLDOlNAVr58XJQtaBEyvReiiiTdE1Y9PkVWITNfBtp5xncJ38WStELWD2wJuKcMITgwgRhU6Y+mmlKkDGUX+rG+nCqjCKiU0SGSqvVIue/IvS95Vp3Ipwt8EoJUJeCuDUpk3WtTxU69/tqq9FOWa6naQI1NgYhBe0/fBURrUl2tCfIQciiNfMmlcmZMKXlLUcNlXTTj5IRXgpsISTnSuvcXmhrRgomxYBhVhSMxrBL7tx3th2/gzg9RGUwS1DKjK0MwA0Q1NFVi3ldkpjxZwIPjGSehRjcTbn7iJZJvaaNCdA0x060U89MnxOWCNiQm57cYb22Sek+VNfXGhMXJnGHVEFPGuYJubBPc+eBHDO2E26+/w2t/9G3U9i6TwS5PnRvya798g+HhEfOlwm7ssPvZ8+ShFKXiuGj08rgh5B4EVmfHxUspEM5OiMuW3HXELlL5BZPpMa6qwGnEaaQyaNEoO4B+AYb1D22J1qpUyHKB7eScyEEQbcvLFVUGOFKK9aIEsQqphuhhjdWKzbFimDX1cEBSmhAU89kJq4PFWnuQGGjFauUxtUM7SEnQSvBdhw+JXoS+6wrzNgHOoJwlxoAxGt+XWGhTVZzfGrAzFKwKpKiQukaa8ptUJuGjlOmzsuV/X1UjxiCDAdYlcBXOauraYrQlS4NYTRRFjuBDYJkT8w6mbaZddMVTm1VJE6WemDQ5d6RA2fHT4VTR0WfRH19klGOmk9K/8xE0ruD/iIgRcrf2XkqRFqkmYKQpe8fg0VUm0SPaESWiQg0Ect9Br0DXiFmStIW4wIey6FUplb8KkEjShQNqRcqyWa+RLimQbY1Ovrg1koDW+OMVuvD/sQp0F1FWFdZQihhXKAnkQo578vtvI75ExkK2THZAWsFNzjFfCnEJqVY8vHubhycrfrzfEhME7+mA6ckCmzWT7T3m+/soAh+9/Q7kBiWR3Y1zHD95SMyeSitC2+MRlrNTtrfP03UfEpLm9juvoFDYzQnL9gzfO/Zvv8WLz32KF25NuTDwPHpzhtnY5tyXr2EePiAOh+TtATnoAk22huwVjVlwNOvRkyH92ZT28Slx0ZG6wFg6mlVp7KjRAGUcykJOvsjGRci6hhZo1j+iGEosUhtiKPgaoewZFYmkq7I2WFPbM6pYzwdlxVKRqWvLZKSZtoWI3vUtq5ViY+cyNnsGQ8W0bdmeDPDzllg5QgpoI9SuHJcjmagU3byj7xNa50KdDx3ZQ9dnAsLG2LJ3+SKN8+RssGmFaYbousxBfFjv1VPZ3YpK5KiphxTHjlJrNUTGp4wGVMz02pTT5NrvopUqIZo+4Y0h9CtUn3C6Lyc5k9atrET0Uq5spBJdjX2Zx3ycL6ekiBUI2RDdAC+eaA0uRrTVGFeTEoguo3bVZmLSJfVgDdFYMkMkrfc/KYPtkXpYYLx0JeqUSn7R2IzRAiGRQ0JFRVxj0XQub5teS5EdUd7GohUpAkEhUpApfo0ktCrSimG+CkxPPbOl52wROHi8pG17hlcqqOf86EdPOFydMTvtqbRnYBRpdJmjbsATvcGharjz8DF3j+HthwtC45i3LctVixtvEftEPaxxNuMrS8wLZvOOre1Nbn3qJXQM9G1H6iMRWLUtEuDkdMp0cUjTTMpyunfQR/Y+/QxWF2jx+3/6l1x41vLUuYrHd5aE0RZb3/gs5uAhaE3XZWIr6w5i+bENatjeGzDeHKDmM/rDOTFFTPBs+UDFABkOyM4V8Jp0RSYkqtD1cipJLBKkEqgUUsGXJA85kLolOSVSDqQQkdAiYQV+Vepfkkmx2LfsZIBpKpyDMRHVdxB6lFb0XaQxiiTC4PwVtkcjLBBjIs1WKGdIPtF3CbEFYamqTBZLToHYB3LssZUjiCKmQoPf2Ruxub0WLIcVfTSFzgdIKrMRFbt1k0oTYoYcyvVAJbQSTG2RqsbqEjGVNRzA2WIZUFlKvxmwqQRyUggEnWiDZeUV7crj1znmbM3aDyTk3BOy/FyR0c9/OPUajZl6mrQqNPbUE7QmrgRd6XWWNdBrQxAHuibWgSim/B8ZylEniwYVSVHIeY6yqxIA9gsICYMqxOwcQEdCH4k6o1IuKAlVzusSM1Yy9D1IxoQVyglGF9J7nzUqdZA6bM5MXGbSOCYDzcbQslHB7m7NcMPhzyyvvNKjhhvMtp+mvnELHS1tHPDRasyprdHdQ86nj9iuWkZqTpsqrj3/yXWORGHqitHmBOsaHj14xM74HBu759jbusiF5z/N7PEHHB08ZjVf4C1o4+hbT2ZO12VWC8/lp59nuLFJyp7xU9e5+/3vkBtBDyuuXdlkohOvvXbCyTJz4RdfplneJWEJ2hAydF1bwtiVIvWekIS6ily6NWZ6NCf7lurshMkqlRWCLrE/5UwRwSqFDIv9q0CipQS2Vx2qDch6rZAlkkJxj6r1j1KiKuX7UGKYOcp6yEBJ7FiLHhk0CacKmc8kQ7JClEzoI8vOQ1bUu1sMGsdpAGMdg80JTdVg6gqjANFkI8RFJKtAsras9rAk3xNTJksRNm/vbDAcO1wWfJ/xXcZWFVo6UhKgAJ/RFjE9ohxKIir3IAaxGq1AKYGqIpsBRgWUSWs9YQGsG1W+jAmDTiXLm5LCiyag8TnR9Yq2j9DnYjlIGpVNiSJq+/EezpgK+ZUY6Vbrt2vwqFgaK2m5QGlNqypsSqhsiNmgco0kC5TqmIoJyaWEqtQIhSX1iqRN6dxpwApprfEOHowt2nqVCq1PZVmjKAwBW/Z9SfCq3Hh8BpUComNZwSRYKoNfRVTqyrBAA8aiYmaoIs1XLnPzFzb51PkJn5mc8NyvTkjJ8bjfo3ZLdha3mSxOaVTL9GjK9295Z7D4AAAgAElEQVQvseNdrKuJSKGeG2H76jNMz46IKTI7uMd81THZGdMf3YZqQBs8USm0bojGoJuGVCeyBGLfUp3bxC8WxHDK7vVt7rz7gJE7x/mR4te+/gK7D95FL2dc+aXPMxkdoLzFbDbk0RZkW6Q9EokxIcahrQGEurHQP6b/4VvIkyU+9qS+LzOAFMoPczwBOy4rJDMsqSolkCy5MmQt0EZyu4TeIzkWgFcueeScO0RFpF8WDYZO5SEuSAUklal95TTzlaLvDEYnVJfQRhFyZNWWAUylNaHzbA8t2TmUM6hKF5CWzmTv18dQiMseSRGtHXZcYeuaPhmoKnZ3x2xsNtRS5hClcJHBGUKiwMdS+e+q/QJB0L5HoYhRk1Qk9xFUkfuavCZ42PLAVKZU0VCKGCuUXpBUxpsCJxGlCmuLSI62xC6DYt4nposRoZtT4KIFiPez/vz8O6fTa1NRGajEJOhuhXFFfe4xIB6XM94Mi6l6rpDJNkkCQnmLxXXECp0hLv86H6u6TDDF+qS6Hp01VpUaTup6eukwdYPqA84WIW0y5S5sEwQpkcEkCRs9qrKIL8Q1sqLKCdEQiiEWFQOSDM0//Dr9G6+T3nmN3/2dGTcHLZvfN+xd2Gfj0meZqfPcXL3Oct7iasfJLPHauzOiG/LU09ew2+dxqmY4rjHiefjoJ4SQGNVDtMmc39uDsODhQc98/6Csj1TGZs1qsWRYDWmj0M/AnpsQYmQVM5OdGyx+csD1Gy/zwe0f8J/+ky8wkIe8c5Z4+qsvcukZS/xwCa5Bak3sZ6jZEjXaJUSDqhqME5LvqcaQworv/bd/zPkb19k6XOE2N5hsOKQZYJxQWYeuTFmDjTRZ90gw5BRIaYnWlHCJmvxNGkYMmRZaTQoduZIiMEZDWJKlgZjJ4kkpkv0pIaxYes/+wZJFG8EqrI8k7wkBqmEhxDuXqHYaqtm0NFZyZDWPmMkWqlvgmprQLQl+SU8i9Ak9EHKraCwEgQbDxmjAZOKKDiFZuhCxLhU2EhX4bh01VSRTSHtkT84aJars663Q9xbRHZIbRAVSUCjtSVlTA8FUxNySUoWuLFoSWYH4iKrLHTY7j3gQpYmqRFPbZFDzUklTP4fw9bckhNYX5bWMVatC04spoZ0iJYtP0KNwbUcaWNS4RpJH9UusdmQnaNFkWwhk2Sh00KQ8RxNKMl8p4pqe3VNRuYjKgh06TOjBOIICS0aioJMn1wYVaiS1Zb8mgl8lbGXIBpRUZN+jRYgKlG7wWWhqS/fwfX7vW+9zfNgz7wM/mCkur8Z88Utf4dKtXX7j2Q/5o39+yDv359iNCff2e1ajTZ599jmGtz7BX/7L/5HR+By3XnyRyZUd3vnuGTl2KDNk1a04m54yun6V7sEHbFy8zOHhAZOqYtV3+L5jGjTnd26waSNqa48Hb77KcDTAjCa8fvt1jFR88vIY/d4DPnAVX/xnv4ZdPMA/foJs76I2xijniO/eIW+cR+1ukZReT1PnzN97nfbP99HjAV/7ja/gw4r5ScfpbMkHD455sP+Eros4p9gZGD73Cy+wfeUS9bYq0TSRkg6KgRTLPVJMQ640pBkSI6lbkW2DagNroBP0QkotsX1MezDj7N5jjj88YnrY8+N7LfOcyKklzn0JryuDVI758pTl2RMm25d4+pnzvPKjB/jgGVaWnYHldDElA+3pGavOgxthrKeqHSEssKbHo6liZnNDc+Viw7mm1NEWKRGTZWdSYZwm9EuSXzdvelBS9tFIjQ596WJ6Q1Kh4HhCwkiLjg6sws/1mtub0KovX1AtKFrIFb3RazVDRuniiE0qk1NGgsGrHhMNi6gIXjB8TKj0wAm91EiCnAviPopAXWF9D7FEmBxQ8PmKHEvvzbiqgJV0RPySnGpUWiMjmKOyJkWDxIIuFK3KHU6ncpRVhjxvMdaQc1vCx5WFEIghEOcJtV6L5LAsDXNVFqEpaFAtrWgG2iJZiNZQjSx19lSS+NSzY757dkz0iblR3I2eL+dEffYm//Zf3OOjk0xrLIO6wadMNdpldfyI2Xc+RPSQyzdvohaBR3fuMBhvcqhOmLeewfYWVWNZ3PmQPkXOXdxkenCAcoZuPkWLYjU75IFvefGTn0cunuOdb7/KjRsvc3DwATbV1IPAN/7BC8xe3+e5v/dLOH1EDIIeDpDhCGnGLA8e0c5bqguWWDtMVRPDGbPvfh/eOWFjd4QbjhHRjDfHbO1M8B3MHj5ht44cHLecLlc8mnq+8+23uH7+Ac997iYblyaloS8dEkvpWiSVOp7361aPI0sqtAvrkGUkd0t6P2Xx4DH7t5/w8OGUx49b5j2MneXC+SFXdnpOjuDtJ5rWGKZJgUQWbUefJ6jVgkopJts1J3PDqo9Mtkc0siJn6LseQVhOT3FW06eu1AlFo02FsZnJoGK0u4OrI6s2EFceO7Aok8ht/htKR8oQi5ZeGVWy2TkUiHduiGgyAaUVKZXfk0plV55zKtLcVBSHKQVQ5aVWixCrXOBo1KiuK/85osk2YbLBK0tgiehMCh+zlRJ8IHYe6EmpDDNQa7Cuj4gr8tGYy9k+qTUQ2Gty1yI5YAQyAYjrJI8vRwcRkHKHyeV+Xia+IqV5kkBqS9QKMbbco6JHfEArwWrK1LBfkESIklDW0OdUAuKtR6dEmxWmqtm6tM3O+Q1M0+CXPSeLikUWrt66wmRjyDJ7wmDI7NGKPlYMLu8Ro3D3o1NkPOT89es028/xeH+Bsg1bu5t88MG7HN29zzMvfg6tM5WzRXaz6liFHsmKZrjB1ZtP080X5NajUmBQGaqUOcv3GTUaJY4unnLw5AAfZnzjF65zdRcufuFFts970mGLjBxhOESGDT5H+nmLkgHNzja21qT+gMf/6lt0bx9QDRx+1RP9ktnZkvdfuUtqauomYW3m0uU9LgwyVydDntkb4mrH0fGC2z/8kNN3HhO6SGpTGfL4CAtP7gpYvLyHSzRNgkDXERYrTu494L1vv8X3/vVPePuNKW3YYmNji1vPXOeZp85zfZTZrBR1o7ADS6UyEgN9LJU4Zqd4sSyTcH1ngg4eBXSxYzptyTGjtC1gLzHoqkaTsUYhShNSxmrNaDykMREfPW0KIELTWFyVyMaQg0Lyeo2kMkplCLkQIJIFbPH/pA7tPTp4TAyID+BB5/K7LoLuEl8tEt0ixvXk9cBHYZLHWMGZjNHgtSYKpOxLCSQrAtXH+3L6XFD0AYVUkHQF0qHbOcEK0XvoS4si4takzuWa+6ngp2sPM0TFnqgMCGgqgkzXFGxFllJXsiaxjIkKhTIBLZakNFavyQs5E6UEGYwuJHBDLObsnEmxZICN9vg1Q7TJieHTI1wDUWlUYxgOE1/6x88xvLzBs5++wf1XDrj95ATbTtFdy6WbI370w0Puzjpqu8N2s0G1MWT63k/Y2tgh147DB/c5OD0g3F6Qbz7PcLJBv+oxWjHZu8L+e69jpIEU2dg7x/vvvY04hYSAHQ2h7Th6Z5/Zwz/g8lO3+Mmbr5HRvPD0hC998Qp3//RDPvHPPkl770PM0MBwQjUYlXjcfI7uPbqp0MPM8uQR7/3L36eZe4ZNxdGiJ6mEnJ0wPWv589dP+Id7muHQcOfNe4wuXeRorrlwZZutrmWrTWSV0FHwsznh8RlpMMKpltAM0E6XcvW6ZE1WKLtaJ8cs0/3HPH7rEadTYbR7nk2zxOjAo49OmC+PcRuO9x9O0WKZzqFuMl2rMVnjYwJrWcyX7NYGG5cwyOTQE5SmW+mylhFP6AKhK9806TyKTLaKpKDvluxs7LKzN2ZoKau0GAjZ45QrJ6wuF65tSkiK5b7npQRiskJSXMPiSq0RnUtkVAlaRWKKxGjKkCh1pa4WA1E5YluhbcKsYV+owt8iRCgrUYa6gASCL02fiEbSxzzWatZ8npzI1QjV9qTU48VCDKRUaEAxKFRas1UCqNSR1HCN6vdkyltSr1miMSnw5UiK6bASytfSd6ioCLVFBwix7DdzjkSlsZRoZwxx/S8yFNB0W/p8VhmyZFo7gvElmBjqiUGF40JvcBqqGtopl/ojxk9HtAts3HLEgymv/8VrvD4/4nClWV6/hmmG7GzvsXvtAipm3nvnPZ55+nmysZxOH+BJrPrA3Xd/zNZ4g6P5fdAVVWORYu7kycNHXP3k05y7cI1HB/fI2ULw2MoQes/suGe+eJOm3qbtD/n6N24RH+yzVIp48BHKVmAr7GCAbsb0WohhhrIT1KRivv8hP/jv/xDrhVYn9k97dFPx8PGCEDKL1ZJFr/n2997FZrjzODD8aM7EGbaubbE4XXHtygaq8yRl0Snhpy0GIYwcuu1gWETBSg3IyZONhrjuUUqke3CE2Aajjjg8esy9JyvaRc+iL8fIYaVBGSZNoA+e8aRm/8miJMEiZKnLP1VmOV0y2RgxamrOVj+toxl8G+m6iBDQWpedoi1d46SEvivR4o3dGjWqCP2KhEIPR5iBQ+sSqyOXF1FKQk6qUDByLGGAJCUDS8lpS4wlbppWhFy0hcTSSCmBiwRKo3QkJcGKJ4RiFANP8pkQ14XqqFEx0lOOvq0qoXmvf/Yj+PPRmLkjGYv1PXFxQraOHMsCN0JZekv5xHfeYyhJiBQzJvuCyAwZbXMRrKpcLMEpkFSPpBWsutJqz5kwGMHpvLBQpcL4Fm8NIzEoVfKSOgpKIhmN6TtaqbG6w0im9x7Esvm5zzDcEobXN4h/+QNUozARSBWkRFANpw887766YGP4DvHCVV6/2/HO4THTVSIrxScHV2B7RTOp2XzuGvf+5BW2Nnexk02WJ/vECFVlMTbiZ5FmMCa4hrxaYOpxAYzlloNHM4Z7Zzz75a+iX32N+x+9TRJdOqo5EDOsosUsjvnKV5/h+rUJ+38+56mvvlQa+U5QgwHUY4Ik4rJDx4QdC2q34lv/+e+UYUUs97vDVUKZlj4KkhJ9qpAG7p1Gki252yeLluNZz+kfv81LL5yncg5D2RFmo4u5qm/Jq0R2FnyAIGRJIG5dEdOkbkE4PeXNt27zk/sLnpx2hNZTSaZTkKJATHitMQS6kBkNK46e9ESViSFDKvnrLoBGoTf2UA/32dgbMrs/I/dgncH7Is+KvgQkRAKiRxhaUtYE5akry3BgqPyCZRSsZKyz5Ysfi5VakELKEwpzKCgkeLIrKhBVlT1uQcubMkNRUnw+GiCV7YORgibRidxbRPflQxYaooWYChU+pwIiw/f0WhA0LQU7mlNew+7+///83DtnFwpN2yehC0K/6pDW04dSqen7ns5ngs/4rFj1mZRN4aTocsgVbCG+r8UvkiJKFeaphITShmxdSQJ1fRG8RkuvPL3PsOzpJbNqE5giNopZ6NpIcg6RhEfT9kLXalJs2L4x4cVvWi70byLeo2OHEMt9lchsZbn7pOK9eeS3v7vPD9+4y/FszrTTeCouXX+OSRba+SHjG9d56/d+B3tuj42NEbYZoIcNKYXiwkDj0Ny/8y43rrxISjC+fIVohBx7+u6Mu6++zcnxPrc++zIvff6bhC6w6gOVMfTWkLvE9k7DV3/xOgd/dZvhlXPsvHQNnQqeEa3JuirwqizoqiYPHYsn91ktMovOc/848mBe7NLLJAQR+pBpk6LPA4bn9nj5y5/lyvkNdKOZi+YgGv7ijUOiTTAqrSBZZ6dJiRwMOcQS/3aF2aaHrkhonaYjcvf1D/jOGzM+OFWcJUfUDePdTS5d2aUeVASlCQGCKQXoxXRFGzoqJYj2aFfI6KHtUUpjjaFbJmKf2BzXJcObILelOB+1WrdPQK2WhKzx0kN2bE8sI1t2mip4lLYMR3ldI0tI6ssQKAgx6jXofI26SSWPXELcCcmF4CgprQdgrqB5NKVQvdZVSJDy1e01eaUKtzkmgu/pu3KslVBqlSUbE4lp/WFDIfIxB0LGCMmvu2o5gzb4vEbHREWIipAzXQLfRfoUyheq9wXAawFduD74VKQtqiOLJ9sWSOQYkN6XlkkoPhanPIO149A2dZH6kEhtR58LwU+h6LueEAKh9yx90ThUY8+V7RmNOuXJv3uAoSqh4wi4iOA57ITVdMn0YMmNKxu89dqH3J9ZUnJcvHSOz/0HX+PtH/+A5rmnuP2jb/PhwYL9e+/gxkPa0ymjC3uczo7LQt/2BJNIruL47H0a3VDtbEIONLXC6USILe++8gOOT+4wn+3z/Ke+xDMvfoW+9aguIwS+/o1nGIQlT6aZy9/8DPn+G6SqQcyAqCEaB8kWmpsN9N0Z3/qv/x8aZzhbdsyS4JXC0yEhkZOAcuxdOs/VrSGf/5Uv8eV/8vf5xX/6j/n8F15iwwohdMxS5PjwiCR1EeLGDrJAl5EwL8HtWMxqUg1QVY12higdH/3F6/zv/+sbHLfQ9tAoza0v/ntMLlzipV//Jp9+6Slqo1gsVyUmR8VUNfguYZzBikVCoUOk5EF66s0RZ7MDjJQQSlMZ6kYRyGUqmzM5QZQ1AYNEiAojws65TaoqYUSjjMNujEELWZUEUqIqX0Rt0JKQYMkhIF6T8oDsIfXFqhZDIeuhiwA3t5oUJ+hosBRHrMSM5PKQIZ5eItFkYozFV7oGgMUU8aGc7FIO2JjInUcJBZj+s56/n/twWkpkSnT5ShFQVYP3LaFPJJVQScg+oeryBYkqoMwmIh4tgWRqVPAUAEuPqBpFmcJG25bldoooyWilMFZhVUZZhxloVNuv37Il2eETGKWpaqHPgqgBfjXF2Mxi1nPnvY4LH/yELXOR+u/8Ot3tj0irGcop4jJwtNScb474k1fvcfvwlP6eIrgxT7/wLBcvbXH3x2/zR//db3Hj5mVmb7/P0WxBtVK4oLn6lS/yxrd+F3P+KRpTkycRWSUeLe8zsI6zRUeeZz780R9y69YLPHjrfdroqQ0olbj959+jbT153JCSRkZbPLd3g898bsJTwwX33p7y9f/yPyJ88B5BxuStAQz2cKMBOcxRteC7nlf++f/FVpd4brfiz949ZRlBh8yV3ZqbL15m/3HLAhjVGwS9Ynnf8+Txkq/sXGBne4vnXr7Mr/zHX+XV/+X/ZnV8wsnDGQNj8R1Yo5iEDj2ysCr1PtNcQA0Npm7Qo8x0PuNH/8O3ePudJyQ34MpI8/jwmKvXrrN88iPECFefucol01NPj3j1juJgNsNIISd2RhFXHe7WDeKdx2xuTVic9SUmWFnySWL31k262+/T7G3z6PaDMn+g8JZSiOXonSPLlcZVmo0Ny4Vzo6K590uyGjCUQoKPHhSLgsoxijY05d6YAlavk2N+hVIRQmn3GOmJsfRfi12sgX5FrPjrkoESCCHgUeQ8IJOJnSejCLkgNz2JmC0pdCgf6XNDF2aganKC0fBjhhB0VGVFqgXVLSEUpUJcuwujKEJbjj0sM10QdLaI6khSkb0uk1TtoAKSJoslJoVShdJNKseKLAqrPQFNFxOD3KGpQSdMbdEh4TMMqnJK74NDxQ4ZKnx0LE473jruWWXD62+c4+AP7/Ob/yBx+e9/ktVPntDt38fP5vzwT/f5/u0Fx0nRpRrVDLh0+TIXr+/y6K03mc6WDPYGzGYrzKBmc7LNMi+gcsToObd1jZ2bV/nxn36XBIxtTd+vyvTtdElShtn+jFtf/BofffA+Q3HkEMsiPxmcBPy8J8fEMlcs1D5Jdnjlx3M+/fXPcPTa+/iZYz7UXLy4R9XUSIoEIstF5P3f+j0GXc1o05HH8LIa8PDJgjv7pwykwMaeevYaP/jhh/TtkpxGqFHF537zH6FtLqmp5FHDnps3L/Le8YLJeEA/izhnIDpizmjfkdUA5SBVGlUNUY3Gp57lvRntccu1Z6+w3Q04856LO0OCFpbHHZ/7e7+Ka5f0oZy+BjaSEPo+4qqi6EtZaG8/Al1WK6uTKTl0VNZjNxp8O8WZBnImaUsKGa8yTgyqVqUTGkpIPeTEUAmmSSS/xKcarQveMqseHRVZQUolvC9+iZa+ZF91oXa0qqL+/7hdi0dWE1JE2UJypy7ZWJUqUm5ZRaiMw5LxMZboYs6EHNAp4FPCSIm/xqAIVqGXp+h6QjWyjBrDYPIxie+RjNKK7ANKl8J1TyL7UHwHgfXFVujGzdrj6VF5UOQvjUXpDpU10YPYQTnXx76Av7SUO2ffooxgncZ3CdXUmJxotJSsbp9RStBWUCGCV9R1JmzWHB084rW3+8KMxWHrMTeff5rPf3PI8NwmEnp2fuOXOXn3Nf74v/otvre/xWloSSFgpWZjMuTy+TEfvfYuPo8Y7G7g56fEWuFiZrJ3kd3zhmx7uoNHhL7FL08KeT54yBmtBasF6wACy+mUu3/1pzSVw69aQihJJT1omC+X9AokZbYuD/nVX/ok4b13cTcus/XyBeJP3mbzxhW2LNihw+tM9CuiX3L///g2bi4MxoXBqocWO1DUjWM1W3HattzS56gXC15++UXuf3iCmWzy3D/6Va5sRdxshTGRtFiR7z9iXEdeePEaMbX42RH1oCLGRMyRrBxRKVSQsmMcTsiVJfWe2f6clBwTY9h+9hp/9gffQ9dj+pXjub/zVW5+4SJqegyrjthm+jZRZcE1hs4anE90kgrfSQSbha4PBC8Ea2kGuzxZRKqNGlFFmExOmGxBSsjdNIrsI0kE00eaDYvCkrMDq3GVwgwyohw5t8XXmiMhOZK0RfIbI8oLXllqoyFaQvaQZa2BUGgFyUeEnphd2b+blhwqtMp4ofCpSCxpULTEvlASYy5/cyidV/oWGY+5eE5TaY0daJrhx3w4iblcmmtL7hLBasQntKxTE+v5F1Yj3kMoi12JRXArOZQWitbrXK2Qg6BNQ0iFfZsoPBsdIiJCrQ0uBZRRZN9jbGlNJG2pokesY1YLP3n/CY+PFpx0FW5rwCde+jJpecrVFy5y5Zkx7e0Z9lKFeeEGd374J/yr/+YPePP9mmvPP8/hD/4d6IbdzXM8//nPo3Vgo4d7Dz+ke7wEo3nq2nUG1jDtzmBa4W7usgiGew8esP3yLc7vXaTvp0yPpgSVMF1bThdREa3j6GjKZFBz2nVUdU1wGUIsCaucCBF+4YU9zrkV9/SIT/76F7AHB2Cacr92uhjFfUc3n3Hnf/sW44VhNKzJgMbgdMC4CfryCKVrurMz/MmUIRvc2NNc/Mw1xldrRuOHsNoCV4oL/vQR7ePyUhkNevq+pxpX+HmHqQy6qUuBu2vBbaCqurCDzIDULonzU1TqeXT3mIvc5bnPfYMYhMH1XW7cGKD7Je1yxuroEatUMJWD8ZDQdtQC3jqUAWvKnlBpWC5zofQPJzRjTZxOCU5IqxZtVJmgkmjbQO0sJiQWOWKlcG23xiO878iBggNxDSolUlgS0Rhj/rpepqTUw2JWBaSNJwmY0ZA8nZf8rSgSjkRHIhKyKXY1o4o2kRLE0Ouuc8SQ2xapCo3Dqx7lE14cCNghbAzGNDWMtmpM1WKsLTvkj/NwyqBBJY8KkZgEJR4RaLUpDJzE2mpcRuZqnY4QKbuilBNKNSAeEFRWaJPIqi2XYQOiEqpuCLorpV4C6qcXdmtAdNEwKCFSYcgcrJb8+CAS+oqt0YinLl3ghRfHuLzHZJBw/hFpHMB4vvVf/E/8n995zHxRI9nTh5brNz7HhWduMN5pWJ7eZ3Yy4/Zbr3HURlzU7F3dYtYuyVSEzqE3xuA9527e4slfvU+zOeTclWvce+cVLj/7PB/eeZu+8yzROCtFUZczCz8D1va1ztP9lMiGIifFpz9xicM/e4fzX36ZrXM17emMvOvIE4OqN8mpp1/NuPPbv485gsFOhcqCGY+QPpCDohoorFXYKxscmxLGFq1Y3L3L5laDcRfxqym+cqTNc8T5DLW5jTxzjvjkfMnOvvfjMqV1uljgfDF05agRE4gEXFQkDCk3VLu7XPz612hOIvr4kOcnU1IXcDHQ3XP0x09YPb7P4UeP+ejBKbOU2R5AFzRBV4ROUDWAQiuDDx4fOsKsY7BX4TbHqLvHDDY0B4ctRhdplrYD8mqGC5FsNWowxKw6Ln72KrvjAUImisFoKQZqZQp7ORUwdFjrOSRlQhKWSRiKLqQPLVA35FlFigptdXHIpgI8zwQkG3rv0caRYsSnTAxgTJH1IhbvM8lEclsSVZUOjLYrRkOFG+TijR0pNCXfq372s/m3DIS8JxugGqFkCV0ipITOvtw7+4jRiq4rgYDIetnrisMTpZA+IJWUo4JNaBKkgNaJoDVKNDq1JZIV+7JuybHs15KgJaDWyBKrc8lSpooQFXtbNV/+yqe4cHWbi9e2OPjgkDuPLeMoDK47fvdf/DFvveUZNldQfkYXLavTIy5fvcrj9/+Sd743Y+epq9RWM297nK4Y1TVuAD4Gmt3L7L/+FuOQuLhzFcKUmy88i8qemDI3vvZr3P3+vyWvIhlFVQ2KLBWQPhBzRgYly6nbRAiBmIWExrmMOnxIbx0XP3uN1QcfkHWFmCHKjVGDAYvuhHf/539NdabYGQ4wuiqdRLPWveu6TCMFBqbCXizpFn+25InRLFONOpoi85r9/QdMts6YzqY89eWXMfmEZqxQsyknqwRBkV2Fto4U5igxqBjxyUFfuMFGQFlHU1c0kyO2aelt+n85e7Nfza70Pu9517CHbzrzqZlDcWqySfaooTW1JSgQLCFIbBjIRWwkuQ0Q5B/ITYDkJsiVksCOgRgx4MAJbBlGYgWJbKcldVvdcg9iSySbQ7E4VLHGU2f8vm8Pa3hzsb5uX4kCyBuCAFko1tlr77XW+/s9Dxenx5ycdNSP7vJkecbxw8DDR6doyky2F9zYGqnHjntZ8XkgjxmfhFxNaKYOcuHrhJhpqinT3QWurUhqaGaei8enhZyuY7k0bCtwFTr01FXDYkjMn6qKPkI7MFPatgQkJOQiZYqpTOGToMZsnsEJ6EB2ResnT45JWjbqFmgAACAASURBVHrMKQ6QTEm7SUADBYGZBRkTmZKLFYQhglElGyGkEnC33rJohemWMpkZfAW2bal8mdkXh4ored7P9eXUCMlhJBKlPAR9rkp1RkPRpfWBgOIob6CUMy41iI6IbkH101lOwY9gSxAAzYUzJAKEUqD2GUmZaASHwAY4nVIG6zHlT4inn73OV9nlcLvlmd0Z53d7TtI5F7YipmN+8r1Tjr81sgyXMPVDhtOHLIce77f45P01r/32b9P1LdXWkme/8izvfOv7XH36dY4evYutai5OVywWW6Qc2N27yt1773Hl5Zc4unWX6dYOq/uJgy+/wqfv/ZCH9x4xXyzQsSO5CMlgsWSXSAlIacNTMvTjSB8DYie8/sU9jj445+C5a0h+QuozZruF2iJ1A87w1v/wfzDeHtnfm1DVDdZGLHO8s5CVwbU4r9hQSu3VxCG+QcbA5WaO9AMxWqSt2N3eZbrd0G5PaPpjdAzEM8hjT6qmuHiGqwQnoaBnNKFicV2PLAdSLiEQY0Fnc9LRBXHsys9miEzbhpAd29stjQ2M9LhcUfmEqxqePOzLi9pmiOBbzxg6vNsiDsUpptlSac+idcy9Y5kGxlWgD5QM7LB5Lr1h1a1IwZL8yPbOjNlsDmGNtZ52Vi6c7NBjfE0cikYkSyE1Kg5nIhEtPeLksGEgpYRxQlRB8WXOOI6bs7cSrZApgRoNgspYAhAq2BARl3AxU88q5tvQzix+5mgqsH5EjODtQBaBXDLFqp+TWxuwJDJjGCAkQnJo7Mp2IQbUuSISC4nclBFSEI+Niri2cGa0sGnFFxKeknAhMlaW3K1ANs5CVaRPJXdoDRCJLuOzxVaUcnCKZK25ca1nPj1gZ2dC8HPsCw368B5nt4/44bunnPYDz9w8QM4GTo7PsaokX9EaiC7xyY+/zzPf+CYaI3F9wrWvfJUcAst/9Qk6dnS9srtw9OsVl59+inX3mO7sPhePTnn29QWuyuTlMRcfHLPY2yd0ywLC9g5hLJYzKGdlNYQ+MiIk4zFS4aueX/yFG3DrPgc/9zr56BH1oiJPtqFtoPYkSaw/TFyeVzSTKXjFVXXxzfiMrWp8k5DsivbClRtFCStyY3DVHJl2xKSIhclWhZoK5x1UDaaZEtc9dj7FPT7FVU3Z2pnykiWU3ZCsR7JvcaMlpw6lxU1qdH8Ph+L8gO0HTBgZ1JLXK4Y2E6Y1Nlu6pqLKI2NT86DOqCijwDyDc45xWJEmlhgMEY8kg6SA94aje6dFHmw8EUNkpKoN9QROj0d68Ww1FZOZo7KBdYS5z4Xkh5KrCg0wRi2IzVywK0aVSE3tlBwUp0q2FRHBhBEkl0lN/mmgoULjiFCaODkZogmoemwSEuUuQTFMFjU7B4l21tDMEra2WDMWa5soMeVC2jcJkfLi/lyLE+uIeSw5QsmMksBJSXNgGLrIOAaWQ0CDodvKyKCYdkSH8vUgG2zlCx1bi8Am1Tvk7hGkCnV9ASVJT9KMUVPaLjHhnCeX+gmWcug2Ejh/e8XsKwt0/xn83Yc8evdjTkLFR5+OnPWJG089Te4zj+/fIwRDnwyXrlxFuxOa2YxwYnj43o9w9YwxdOR+5KO/+AF9f47RBlN7VIV7733K7q9e5Qtf/w0+eeu77O3cYHV6yvriHg8f3OHatecx1ZLuyLOUTOzGggpJ5SdbV54xQzSJpMWHYq3n13/+OZ6+NOdsVGbzNbGeodZhmxq7NUVb+Mn/+g/YbhPTdoJ1CQkJbYuZSswU6wdybsAJfjrDMpDHKSmuC+7FjuTmEEfEeUG9x7gaU1VkXWNGg0wq1Jc/W1sVzYWJIzoMRFeKDGI9Ma8wIWOjR6qCxLQziwyz0mPdnWFWGX96RDIOlci1/ZZuVBpbI8lw6jpqI3SxNI68FULOmwudmpAHqGuSGTmLhS6v1mBS2lS0IkYTTpTVRU8yhta3bO1UTCqD+hoZKcAvrciaISgZxfkaHTuieuym4iWmIERqs0HqGIuXseRrsUV7KRtqQujIRFIqwGmRhA2G0QlpiBRtSiaHgcPnaiYHU6q65IqtSYhYRAsUzGDBxJKeMyUd9bkW52pMJe6UhaQjMUDIipGaIYZCWUtCKwbbenoxhcHiZwXmFUocX5NDzVhoZ9GhsiKnFrjA5qG0TbDYypDygI0GV2VsLAf54GA0FRWJsZmhfoc733d03OHw0j5d9Hy6mrP3q7/J5XbFn/2zf87pySlpTCzchGZmufml1zm/9T7br71MNfTceesjhhx56Zvf4O6Pvs/D+8cghllj8eJ5+Re/zJOPPuL2G2+T68R8OrD9pSt8+p2PaXev80t/++t86+/+7yg/JQVa6rpF2sh4oWQHYxZyVZF7ITeOahz46791nV/4yiHvf/cTXv07P19sbHu7WHFoazh98gH/+L/451ybGb7y3C5NU1EjpRWSi3+UsYCIrVlhphOYV5iLNcwq/GSX2mXi4JBxQFyDqwyBQgwQiitGXCavOzhZUdW27AbCSI4jaovJ3KSRNFxAB9laGDq0bqimU9bHa3RqQHZxy0+hMfhZTQ4wUceAoXKRlVqSJpx4qlboYoXtCgt2MXFI3+NyR3cRiN0as3Y888wux7cf0K/XNLXjYnWBm+zg7BqxjvVQYHGNibz09BX2Z0KMgbpy+O2mfBxESthch3ITK75gPrOirkJjsXjHlAvdUUckgNYZE0Mpd4QeGSueqKWNHud6YixR1FESGpRRBFcZ9i837O1P2TqssHUu5PvkyDkSUwL1hc8UB8p5rSS4RD/nbW1er6ByZMmolr8nlBgHckiEMTGEzCCGNik5QcxQR4fxxRiMGxBNm6tZB1wgocExkInlRpSBOI7lYjMqo7GYpNQmEAfw6gvy3m1j9JBx/zWiazjcmnN52vNp23J4fsry5F0+/ckn9KsBW3umWwtyyFgifiIMOWAYOXv0iINnnmWyL5y992Nuv/s2GaVVQ4odauHDH3+fq8+9xmU7YbK9y+mTR3z6nbd47j/8JvXWjO//vb/L177+Khx9Qp96Tk8Nb3/8kC0/wVWJYb0m+EgYyxZ3XCeeutby9S89y6d/8g4eC8cjcnW3hK93GpZDxz/8r/4FWzpQU6PWF82dtxhbk2PEVCMmG9S2SB6x2ZLDEmYtRoZyVsoG6wJmskXuB3IO6BgxbYN4JWWDdB0aylfM/JTO31RIukAtODI6xvLGj4ncn5O5hrMg1pUFf9YXNHIOmD6SjMemkWSneJ9JSWkMpLiBfJ1NS755ZhCjDGFkNmuRbAnhHDGeuApkGTCzBh0y532ZUY7DCu8t3iS6MWGsZTLxTBcN0rRogLYKWO/RsbyE0qarJZ0h+4CRFjGGnNeorfDWEWMh14vJBFsRe8GILZFRWyNqmMU1RVztUJPLuAZHSEplHfM9z/aeKWfMxhYdQy4XXYrFMhQKCAkxxeWCblSDn/e2NoknI5imIV6cY7qMc5BDYcZkKU15QiwVtkmN8UIwa3ysNyJdRW2R2qIjYuZIlchdTc7rEl8Ug6krUgwYa0gqmKCkdoq4BclMkcPnaV+4hpE169URN4YSHL+3jPzBP/wTzgePq1v2DrcJuTTY4xDK3HT7Busn5Vyldovp9SmLLcfx7Vt8cudjsI6duqYPS3IweB24/+gBWSaMq1O29r7Kszevkutr3Pnut/nJWz/kxmyL527WjDuXeXz/jGH5BDudlDEJa3JtYZMBTiljJfOlL+6j6yd0qWXnUovbW6C2wU0tqVJ+77/+R5x8smR/x+GmNa0IlhG1E0xYF+nt5o1rwhr10wLg0lSUdXmGGoO0FXIxIKslMlFEZpg6FclQMiAltO8aJYcKWcyR0GOSgJ1gzQWKK4kXUyFDj4QSGlGlnJOcQaOFrsPO5rh8QV4COmJWA0kFMQ5vQcMKOyrn64g60GHEHc7Iy4gBYuwJyTB0I6adwv3HzK8cEjTh7AxTJVyS0jwaipjZZeHypZZ2WpMVHCPVtMXlEbUNKRfwW+xLQN0aR1LKuVlLSin15chmnYEhYHRNlSt6W0rajsSgAa8Fo7McYoHT6b/rJs+3Dfv7hskW2CaD9j8jJaiWX0fwRRytDmTA0JQOs3j081bGRpTcl4WVUona5ek+cTwpFDYRsI4UpVzojB2pOsBSmLVeIGuFZEVNKjbrJsKYUS2iIvVDOXingJpIQKiHAF7w3sPlHeqdGe3qHfKfv8loZ5y0T9FZx9033uHTozWrZc32zjbt1HP26AlWBPUtcdVjd1uaxYQnd+5x6dkXMP2ayYFl6Ebe/ou3GcY1TV2hXUflfHnYRYh95vzJxxzeeIG3vvcvyax47UtP8eH33uVksHztUoNNPc3E4F3iSZ+QHBiGjGcjG06ZjCWp4+pBw2svXuHo1m0mO3ssXn4NN3FkHzGzhj/9P/8ffvBvj7lmDNbDbObJlSBSHKRZM05rTFC0LnZxcQnGAaopDAmtC9uGZLDTunhopELzUPAclRZcaR9gyMiYS2Up9YDFGiHbkZxjsTwbXy77jMdm0NCXe4KqAN+MRFIKGOPIxiCuLxpAN2JGQY0rdDnriUZIOW9QnEKTAxfJ0EwaxqSICGk4I3Vb9BewvedpsqEfTzAxYTAY44i5jDAywryd0Da2AM1lc/vvGkiy0XE4nPMFuqUDSQJWKhAtslxRrDWkfknKHmsd0RRwubHKkAyShcEXJ2dletbJM2SL1ci0tuzseaY7SuWrAhBLFgHUxEKuzAZs2HRBLYlZScVZT7HSt3/p+vtsNGZQUooM5ytCUHq1mItT1BiiWkaFHAay29SCAvgh4bR4IJJoUXJr2RZjHbETtIQuS/Rt0OJVFItzQpJCJMveEkTJZ0f077/P8vEZ3RiwjHQPP+bDux9wbzDMrjzL1euX2NnbApNIQ8d61WOD4+DqdQ5e/SJ33r0FtmJx6Sqzqwve/ld/zHtv/Ii6rqiNw4wB3cS2NJXtnK+Vi9MzTu++yZXrzxM7hzk7LaQFYD6z5NWAN2Ww/uxTu9S2/PchZMJm7NAPPc4q3/i5a1hN5Din9sqVX3yJFBNq4c77H/PP/v6bLKxhWlvEVPgccRoLXjKxuXYfS8UpF2I6xhBzRsehjCiMIZvNSzOPiG0KNNpVSOjKC3EoPUWRSJbiBfG+AhPB5tILq2owJdFEa8qiXB1Ttjkb5pMYUrYbd00H1qFuCrVg1WBctcHUJLyFcSgjtzGWwfuwGskIzibSGJEI64uEAN3Dc5rWsLfdkLQiJGF7d1pGPHmkqmomXtna9jSNw8tANhWuNYjJYAZSLOkqGMgqJBQXUzlzpiJBylJaKTk3iBqC1lgBlxNEUy4kVZCkaHKMOkFzpk5KjbB1OGG6pdS1w1VgjWyeozIXJkvRh2SPUpHMBGdH8B7jLGIrPiuF8FeYrWFMbCJnQjRKFzN9CCQLoKSqxcYE3uMpB2zJZZurScuoRUpbXSkJIYPf9AXZRIxcgXBlgxMYxRWRUUwlwmYpTkQVTOw5PzphtXIMyXN2csz0ylPkoEyt4ebV68zabS4/fZmdL9zkzrs/Zh0E4xrsvuPk4/t0OsHUM5xVNJXUkHUe58E3Fa7yaAoIEXXKBx+8gTPC6rxn5rUo3FK5vYurxI2fuwHjBZoiMUYwnjgEhnVxylzZgpeu1Zx+8BDn4eDXv0k+u0W2ht57fu93f5/1aMjOE8XSVAZxrtRgrSB+grUWsTU5KrruizBnDBBDeRBihr7DxA0e1DSFg+MUhh4NI4yGrBGNKxg6GHIJlocBFUMeVmgMkAK57zemuIocQulUpkLiFyOooZy/jMXgyjZShlJmMFWBkZNQKQtj3Y1UBlZRaUQ3ZWTK1i6MkA0xD4Ws4T0tS7a3ZgSN1E2F9xaV0g82Q8/BXsN86sgxknMJpOMEUVMYmSaDVpAFE9YQM8ba8v+WMo4MOjAaYUwViClnQ5OL70UVEzrUGmKykPoycYg9IQTmW475VqCZKq6WApsWg8klhihSIn5CgUeLrXBGkGoXW0/ANWRX81mHzs9cnOVMaUqxOgc0KClBTBvDcCx9tBwSkAgxkf20hOGDK3q4OKIYkmZSKEkLzeWQb2woGVxCgRnHQCpPAcNG/CKhw4YRP/Y4XZPHjsePI373eZ579WVu/vo3iN1DuuPHHE4LOv/pV15gcWWPd37wbR7fOcYL9KslD29/yOzgGXb3dlk++oSkloRBqynGSXmoVXHNJsY2aVhFweAY1gN3Hh4zrcuXfWaFEJVP7y45mBle+7nnubLTkNJIlsyolpSE2lu++qUd8nBBwoNVtq+1JJ3CwQ4/+Bff5dbtROU9rZPCtUkZk0akrYkhomOH8W0Zo+QREcFlRboRyYqsLsjny/Im7ZboMCJhXbaRXhDV4uZwlIUQEzCCNeQuEZcBxrChtUdyUlLsytBdE2oMaaXk9UXp9RqLqScQRsQXtKmKQeNGIusSqmO5QFElReEiOozzXAwjrrbkMaDjT8HKSiIxrlbQQr0zgSGz9fS1UvRfjxgHam1B2NQzdnYnLBYTnASiVHiruJ09SvPTACVFVWKirkT7csIYyMYQVMnZ4XrFSM/IQMwVMSSSKIGyrdUcMYxoVrrQQYLJrGZr1zDdrvHeY0lIzkUbKAKmAAbyZmxSDOAebTymks0/l8Wrn7EC/woSQiKMmSiekB25qkiuxqhlSBCtIQwDI4rEYiMzzoLK5jdbbmlVM2aMm69lJpmyPclZNnxPIYfEiEGDxdmGye7NkrAJiUguApkopDjn0i/+e9z45jOkZs3tP/wjjj464saLL9D5OR8/fIzZ8rzz/R8RLgKXL11j+/Ilnpwe8fDWR7At7F25xrguMKZ5M6GxLZoirvLEMdAPIyZlwsVId7Lkua+8ipsaHh0FTA11a+iDskwNsuq5/50fcvW5Gb/xN36FZ5+6TIqJKJHGW25sCy88t8f5rVOmktn/6ldIywua2YyjR8f8/j9+k7he470wkYzJA6MaRjeDIWC9K/GzHDGhKzBuo2SjZF9EciqGZKry1cH8zBdJUmQdCqspjZih26jnFU11GckYUBHysEZUC58pdRiZY8euaBlyQLsePSptHiNgnYUApo/kvqR/bNUgG8URpiY6yJoIwDgOnJyty5Y6C8Y7mllNtpkomZACZ13RPVTVlDBYdq7s0U5nBAxhiEisUM20GtiZT2lcYiQgw0j2NdovyWEDANNEzmV3I3HzNfQVeQMEMGJJaghWcKbAwmJKpKxIKnlubymqhezIacRJhTrD7r5jsutL6MSZ8vVTQWJC4ojmHqEpRm6aknp3FfgFGFu4RVmRtFEofp7FaZ0hJUEkYtuanCxjgt4YVPwmVWGJURmNQ+YTYlgVfIdLECzGllmOaiKpK/M6QPJQ0hYRUqyxufygxzVApHn1FXqdE1czzM7XaH/5P6H65m+xvHGdT9/8Fv/kv/1dvvdPvs3161/gV3/nVzjcsayzZ+fFa7z1vXc4Out56Td/h16XTKaXmM5mfOk/+pukkyd06RHPv/I6y5MVMSemh3Oy8TSughDp1gNn4wgucziBvdPbfHW/5pdfu8rFI+Wr1/ZornyRr//8AV/+W6/wyYeBf/Tf/wnbj97nb/21XapQQFDOKb/zd/4a8eGS7Gomr97k8tcuUR3sk2eZ/+Y//vusjs8wQZnbxN6spKv8MBDWK4Y+EVMsW02NROcgKNqHAqcyPwV1V5gcy96/H0ndOWMXMEmJYYDurJwJk91sSw2ZogHIy1NSWJFSJMREihBti8Y1KQkxjqTTAltO1qLdBWTwOwvMZI42DkfCpUSBSQ2QRpKusVaQOJDDmuPRcZKU7Cv6IOxs1XgZsQkmdY1ta06OzhmOz6Ga4qxnbi/YP3D0ObEaI0PoGC4y124ecuXGAjcz1FI+Eu2WwMUS5x3iAjYrIg6tRwy+KCZSKKZzsSTrcIzAQLampH2Mw6hByaQh0UeDhEBOqZgJhp6nbjj2nrW0uxnXjljboTkjoUfNugigTCDVBtoGM2mRZoqrW1wFpqrJWn7NJIr5jPjeZ585x4Bvi6SFVELc2JLr1JSJIZPFQlMRsjCer4rLWkdMmmJ9cVuoZoiCSyPIgG7C4Tn7ghB0sUSgHJgqMA6WrYff5/D1X6O6fIXdrz+FvPen3P3ObagvsTwfuTa9yi/90tfY21KOHp/y7R/8GabquPv2R6R+xXM3v0h68JCDm68Q4im7V56lu3tEd7xm9eCEa6++SjOZMebAeH6OaKaPI2nTrrGaqKRi11mefuV5rlxpWB8dE22Fcw03LvUsLi/YvdxwcGOHD1eet2494E4/ZTQjIQZevrnFXjOywmPaitnzL5ONIZue+0c9eeOXMRJpak9VGbwXbK2EGHF5wLhmU5mrkahoN0JdocuhVJR0wESFviuhEKtop9jlGZELzNghCKSx/Az79Wa+KeRsS04023L7q4omS44jWSCKRfOAejAxwvKCvOyQusXUYJqWfHxOwBRgV0qkeoraKUZrUsxEY1muldMhEipLrZE+FlhXPW0Y12uiES5WHcPRGaHLtHND/+QhUaDODrLSrQMmQFtbtrY97e6C3Fkk19TO4q0hmUzMAzE4chowrDHBYqsOtBS+ixYkkGMimpokFetQ3LFownowThhFynbWUBZnNAw0zBYNk7aishVIDbFGdU2SGhFfvtBuG2c94tqCE9ko5lULkBqZoKbGYBDzOS1jzjdAoHKRIQa6PiExFo6oCeShw6SBoQvEZY/1jtSFzVB3JJsWNRmywfjCDkVtMSE7i7V9SfwboQQ6hCQQwpq77z7mYPg3tE/P+eRPH/Dho8RoIB895srWgsooPnccnS95960fc+nZ1zi9u2Ln8Drbu1dp5g3np/fZv7GPrnqmu3us7h9jqwl2EI7Xjzm7OKFbrRjCknYxw1mLLdJmJrbCGjhzC97+4QdYHN1FzdMvXGXx1HUef/dNHt+5hZqKxZV94uoJb93p+eM/eIsxgBfH61+9yvrDO9SryPTSDRbXtrGuYrAV/+N//j9Rb1D+UOBRW/MW33pChApIDmwqrBmJEaOQW1/OgR6Sm5K7iGog4sn9WPSJJpOSQY8jmYYUMnlIRdvnGzKQk0WGWFJbJFJwxBixLpUIm6mwWobpOWdSDqTVWMwFohgq3M6ELIKgIAlbWVwc0DySXWkfhTGyysqYLN7VWOvwIgW4PiSMMZg4UklJWYXQ4xgI5yN2OqOZNThv6HCkqmFWexaLaSETSPmyV77E4bLaMkaSQBplo6Ysl3IxFg6WMRmxFu8SPo44H6jqpjSIcCSEmCi/nilGbOOAoWdaZ6qFgC1gc8lD2cFTl0qjmYCZYKwthEJXg/GbkUoqVnEq1ESsFcxmXPWXrr/PXJwZgpTLkUZKMTZbNk0LxzonKMzcooDve5wEMFsbsU3EYLG1AJszkhkw0aAayKJYE7Fjh82C35w/MYlRB97+yQVte5927ynStR3qxSFVf8IJifO05EnVohcJq3NsFtzWFhcPH7H/7HVOPn7AwZdf4N4bP2S6fZU+rxgeLNl94SrYlgd3P6Zd7HH88FNMD914zqwytLZmrAQvNVF7rjz3POuj23x0Ydjea3j5y3scxo/5zns9b/y973G4/+fcPy6k+4dnHVO3g/EjjbMcTBLjmcM3FYdf/wLOnbN88j5/8H/9KUcPlbYq+RF1mWpDc0/DEUzYKDAMfc7UxmIp7zWXlCybiyHfIK4o54xmNAbS2pRzkI7F4DZuGKpS6nka+qI/7yMaImPK9BcrGmNwdoK2LbbPOB1IUih1Mo4FSBV6zNk5KOActnXlLJursm0OAzEnksvoOqKirE3NslvSScRIjSVj9ieQtMQMU7kAHImMIbE8PWd6uCBXDVVO7Oxvs7toOV2Xm9z9+RbzqdBYIGU6t8BXUu5gBiWLJxIQXxCtwZgNOjSQJhWiE3J/XmDQviJnR5POia5Bw6pIdY0UenvsQQqzKGVLM22ppi2+zuUSs0TaNhY0waQRZjvla2lnqNn8O0lBCr9WYyqzYLHlLPwZ6drPvq01eYMJFEwlVM7iTMbVHukTVS79TqPFdz2okBFSLPEpZwTrKNlc7IayXaS7YmaIseXSCIupSwF5TBYrNa4+YGvnWeY3rmH6B+QHD2k+eRM5u8fyfMW165cIRyd8/Pab7N+4SjOtWB8/whp4fOsO6+6UnZvXOfrklE/ee5d2uiB3kTwqs/kWJ7ff44XXX8XiyJqRYAmjZevaJRqB8/MnVGHkYrniwUcPEFrmB1s89fqCIewwuBlf+LWvMTa7PDwZ6ELAVTNOQwc2841ffYnV0chp75BFjdsZePDGD/ngzcy7fzgWa5rmoiTP4GTzNjaJCY6YDCm7wkuN9mftnpxTodvbch4S0YK/cOXIoVqwMTlmVCGPpWdlUixBbnVoiuAgmTKOyf2IFVOodCHgWotM5qhvcDahzRQJHfgaRTEpli9eVZHGgKafzogBm3Bjj2rPGANDjFysSxvE5YhKJhyvEc3UE8soliEKNcL5emTZGfBb2J1d5osJe/tzjIUkjpSUvYOK2cwiNuMtuCpA5cniN+VqynncmSJUzgYwiCbcxunirEHqGiMWtCYZh2EgubrEGUNC1FFBIUcqeK8stjqcT1iTNguk6P6MaTZ8LIex5RkXKQAxTQFRyDGUQAiWrOUW+2eM4M+zOL0XbOOwzmJScdxLyLAasESsBS9CgZnY4mw0RXRq5Kfyo1QG2ggiUhZqFozpMEGKXsBYRIVshMrU7OxdY//5Vzm8PmV88BGsH1NrLKSEdc/OfIvVyQm2mtMu9qi2GkLfY1KkmbR0fcfeS8+x/uQd1utI8kozs/i6ZXl6wnRvQTxVppcvUbceVcPW1h6L7X3Ojx7RDR0hC4cHW/jhhF/6m7/NL/+NGzy6d8S3/5cfMUxPGewFf/r//ZC3/uI266GgnG5JcAAAIABJREFUL3RIdH3Fr/7az/Nr33yBtH+Vcd5y7xQ+/PZdUnWNykbixWPICe+KHa2ezYCMd4btqecMCNOayieMbbAmo5qQbElGsEkLmtFFcujJSdFUZD8mKyaPGO8QipdDx1zmgcOmyhYjuSsPTx4CXhymbTCtxbhC2fMLRz2dgvfoxTGaLdiiVKQ/A8ayKMeIxISOShrGcsEXDEoJ2y8D3HrU44zBZiWrULeeSEZTidXFqEQyXRdYhxF8pFk0SLekaZXp5uvlBLb3d6maiqrKpAoIAVtpCZTnQoQ3kkqtSwWTITGSrQO3IeYli6opC0QDRmNRJiSwXlBXRjsxjujYIykzrx3NbIKT/O/8pHljEKZkkE1lUJmUG15NG7UgPxtHkYay4gTEOLR8+/7Svz47+G6KVChvRKeCQdKI9xQrbxbGsRDHmsrjJhNIkZQEaxVrPMYASck2QrZYieWArIYyHfWoXgAO7xdcfvF1trchn77Hg/tHULVYo9hJjTfQacM6nbHUzM44cO3VVzDqWd//EPGO4wf3sc6zffMZHr/xA7Jk8thDGPB1zdHdj7jxC18j54aVHdnfvcrp8gltFXj05D45KlcPFtz69IQPHx9zzVo+fuNf8+Yfrrn/yCIXmTtMmFQ7PDn5hCGUVs208hwt1wQX+IV//xWmMbD7kiM+t0/yLbMDw8knj3jn//4ej5eFCC6aoJ6SVyvE7BYxTgY7DLTBkmnKojAlp4o6bJSiUxwGqLfKA5AgjxZTZbKago0ZI8ZVBYjWCDl7hA3x0JY7AB0TVBOo3M+AZZoT5ITKBGcKaiP3q0LpX52DTklnx5h0wXh+QRYhGIfLAXE1omuiRGKOxJh49GjJ0WBIojSNI6ey/cveE4PiTSCFEn9LUnP+5AK7WiHO0veJsQvMt6ak05GJ97TTlroyEEcYI1WzQKwQU1FxSAhlrikGdYVGoeoRo4wUnKaKIBGSqbAuouoLF3dTKM/RYTSTTHlGjQQmexOqKeBqclyX7LEZ0DQFm5DGg5mWUE0KILYQPahAEqIlcihqUHzpcxqDfMbi/OxRirEwZmRzPjQ5410NaGGzJKGpDK1ztA5MpWizg9hyFv3prW7WjKQN9zZufCrRICaW7ZafILahWexwfvtHfPLj73Pv00fEpJhUggs2BtRaLqzHrUdmzS62ndGdP8G1mcnWNkO3pusCz/3KN5jpEhccl68+Te4NZ0en1AvP1B+y98qzbG0fsn5why/8wussu46TkzWuaphPa6xTMtC7hvMx8mR1wOOTOaNscf3aIVdefpU7t24XoVJVUzeeIQhqJlzam7Mz8/hakMkO7eEW1UJ5cpr49u//iD/58RkhJEQj1jls120sy8poBOtrZtOaZiOCsraDHDB9V75WuYcUwTclBGAiRjLWp436vfzsSkxtQNWTY3GaGgpVTpwlayy/rjE087Kti2nJO+/d5l//yfu8++YHHD+6TwgrJCbGJ0fE+w9JF2tSNzIcd3S3b2P9BEepI6Xco6OBjW3rZFDev3dBn0I5Z6kDV1MZh08gqSf1Bd5syMSYOHl8wtitybUwxMR0q8FXjtpa9rcbFo1iNaCaiXZSbq5zsZnnZEi2QtSRIuhYIabGasZq+RJZipFbkmxYtQ2aRmzuEM0FPq1F6VcG7QrGMG2gaorfRERLq0Sa8qx7UxpXlcWQSyouC6hFxSDWFQSNb8uc1xYCgqp+hozhr1icYbUmb5JQps9McsKScNmU+k5T0baWSwvLlcMpB1sT/FQQP8dYRaW8tdQZYF2I5aYUr1M9A1+DgFOwDIynn9KPgdQHqpQQlzBmoKnBhp6L0TPce8zB9oLt/Tmr5UPC+QPk4WMePfmEi/PI6XpgNgl8+O13eXx+xuVXnqFyjv7oPm66jdlVlquHvPrzX+H4rY9ZfO0VhnHNMicuLs6pUiSGmpeemiIhc/9oza1bdzgfMl/88qs898u/xHDrHXQyZ29nzryuSFJhmoqXnp7zn/5nv0m49TF5fUo7v0C3Bu7cPeO/+y//N773b54QU8Y3nvnOHKMlKmibBpuhmc+ZemFqIvWkps5DsSQnSo9TC5UwOxAKBU6lfCljV3K6SVI5fhiDmrYwhjZHC1VFjBbinHeYdkI1axiOzknLnrByXLt8jS+9+BzXrl2hriacLoXTVcdqNbJ+0LO8u6Q/HVl9+BEuF5xp6kuySu2cPIwk7zi/SPzxjx/yMBrcpCLnzHxm0LTCaGI2Fc5WQq48lTdc3y9qww8/PGa5ylTGsWbKdG/GZH/Oc3tTXn1pj/2dCudiwaQ6wdVCzg5CxDKWXGtQLAnvCvk+ZUPMDo2ZIQlxIyBCKuJ4wajCMFYYiSgJ6zwpjsQMVgKHu4bJfKSZpVIDEzCmBqRcyvldTNNgpEHFY2xLNhZsAdThKqwvVTHjLEbLC0Y0FvfpX/LXZ25rfRBGE0ljwk6U1Xm5BUMEHcq8yFuLbWsaB3OnmOAw7QBa8rPGQB4yuAlKKKjBukLWXZEiZUjWl0+/92g/IhUMeaSSOZFEGD328gF1d052hnuPH7KYOFJVc3b/EQnLgztHnK4GXv3aL/PgJx/gFjO2mXL+0V12FoeMKVAtLMOfX3D+yTGHLz/P3ofPEfvHHC72uPPkPvvzGXm0zGzgi89vI8MZb9w7oam2GGKiurHP+t4RP3r/Ls/efAq5uOC1L14l5w6XA5evPM3ZO+9R7TeE+y3rw1e489Yb/NPf/ZeMSamwTA+m2INDbJ8YP76LkrGzKXEcqVuLbm0RTgZkDFidojpuXCkWCQM6mZSGQ1yjZlo8HHXBbaKCjOXyJVcBmyIqgmnqkgryHu1Xm/OoQcVifIe9PCOvM7a/oK09plKCt9hksFUmNM+TLj8Fz+zjbjhivkBGICjRtmST0aEjxSU6gdAF7p4NPFoWEZI14CuLCYFJ4xmTMtndolo9oZ5UrC8CfT+iCF1fzG1aGWqN2MGyReaujRzuNFSSyDLD9AO5rXDup9KghKrDqGOQEnH0UEIXJJLPmGxpxJJTJDESUoX3mSKrX5JyKvjPEEmm2MRM5cu9y7R4eVQKrUOlaOPVlQQXtoboUAlkipkdk5Gf5odT0X+p9kgu+ko1UnLmn+fL2WctA+apJY+Jeu6ojC3ISgTrPFVVUXuD9548X5AaRzLNz5igUTtAyGldunPRlIO7RBBbpLdSthQp9iWYLRbnPT4PpGCwdcQOj9jRE3w75eOLFesuYhH8ZMHDe0d0wXLlxlNcf2WPW2+9z8XpXaaNYX12zOXXn8dQsXryhGY+4eLdI7TJbO9sEx5lvviVr9G4BnXKGBMDltd+6yWu7VTkbOh7ZftwgX/yAe/94Dtc2d3l0qzn5S9c42DmeO71l3n5b/8aXn7CpBYe3O55tIwc3rT80T/4FsvYlFC0j9iLgDs+ZTx6hDgljYH05AnVdIKnKikSU+G9J+axLKLYlY6gK04R7QciLWhPSiNmHCEG0rAiiiLegHPkFMDVKJZxSJAHTNMiIRTRVNMgkynTyQSzvY1uHRKm+8W1Wjn08ApcuszurzzN9b/+LIsX59gJEIqmQLJDuiW4CLaMyfKQWQ3Kjz86ZfAO0oCmAsZKtsaljHEZUkd1MMGEcnM9KkyckPuesOyQdEFONf0AfYgsvMdtzwlGkDQSTIVrBrIZ0VxeNikLOhRJkpWKXNmSVjNCGor/JFtBQ8KqUtuAGSIpBJJYkpmQh1AuzLJhNB6ThMYFvE+FsURb5lx4sG2pfxlPAaJ0ZKmRnFCjZYGqK8cLIkiCpiVLRoRyLrV/+RL8K86cCaNlS7uOsRipq/KHY6cFTxk3bYBqOkdwVN5tBrMVOQlZiqTUWo+VjmiqMoOTGicZ5ww2lt+KbHhBzkSoGwZVKgNjn9Blxu7d5JkXL4MaRjNAEkKfsW6H6bTm9f/gNzm6fYuYhdbM6S4GunHAz1uufuELMA4sru9zfHrO0acPmR3MaA622H71GbZ3tkmjstjaoo/C8R99jCAs5jPmB46rNy7z3R99zPbOLs+8/BS7e8/QNNvsf/FFnvrSIe3pRxzdm/HwYWBy5Sq7N5/h//2ff4973YK2njE52KVqd2EyRcUwsTXGN/jJNnY6QYFUV6gv/b6lsYhtMN4jWsiDGg3adeTJDIlrkraUiZwrWA51mFSqfrIaEe83BMWBqnEILTJsVICbknaOGW0nGO+ppxXGe1jMcDt7NC8cMvvSi4Vk7xUYy2WTTaWsnPoS4xyK3n2IwsrBw85wlBzeOsCQQ8a4Gu07vLfUjUOaKd15wEwXDD2IK4TCgYqjhyfkoaOqtfQ0Y+D6bk3dCD4HjPZIXOPEYEZB0oo0BsRGknFF2GwTZp1/9hGoN6e7nJTkDJosPgbUTmmrAj83xqA2MWoRE7gcqduITCZYLRMH0qpo/QolABULFiQb1AomFYCAEUpflKG0riQWQe96BLFk6zGbS77PtTjDVMma6FVxVUUaE8Oy1GFi7IjrFXEs1SprQ8ma9BeIjGQyRiNObXmD54CYSWnsmy2Evmj/JJdkkClm4YQwSkPKCrZhxJHrlvrwOrODbYbzI9rtbXJckO2EXC/Yv3yNL//Ob9B99BM+vP0Ampp1XpNYI1XDp+/8W7rVMeOwxBpLNd/l/OSIZCuOP3lE7td84YVX2Tm4RjWtmU8XPBpabp05ru9u8eKVQz546z3G0XK0Vm4+u+DqzT1ufuNpdp+boFPLn/3Tt0AvMLlh9+Yhl37jRb71B0dUzlBPK6q6xbblYYv98P+T9ia/lmXnld9vt+ece+9rom+yZTIz2aRIiSIpQlK5OpVKKMGwbMAFA54Z/kMM20DZAw9q4FEZKLsA2bBQKAu2gZIgqykVRLGR2GVDJslsIzP6iNfd5pyzu8+D71Iz0UA6EKPAC8R7cc8+e+9vrfVbDL3BzgnfGlUaORWmiy0udnTOEmT/CVtPi4NCp0KEfsCVEWN74rCvoWPGzm3PQtWspfQ9hkBFj1C1Vh3pe69e56Zmd4xmMs0ANRpsV/HHPfHqEeHmTexz16Hb1xCiEoSVQE0WWyxMBesXiGv4rocGf/WmFg8Va1Q7DAErleFyT2mBpUf1VZq6mmLEuE5hWsHz5O5DUrbQOZwRUhOu3zwkWr07lzqQOgco66jZiHERKQ4xldwKLYOJQsNSaaoLO0cdkw5qbKOEiPGe2tTv3UrClYY1Vc0R1dH1C4KfdZizpxpgLSb0NOcwMWpg3WjXKKYpxrNlEB0MmZa009MGXahYrI0I+5fHJ1mcbWuprShoSzQ8aiMUPHUGsVVF3+yozWFjh8QOYxeayN8/CMYJSETqiFPfFlIX+jDh9QhM0w/HAnXErXf4NONSolsccHTrMvfvPuDeaeDQW4JtXNy/xwuvvsRzX7rJ5u47vPn178Buh5lVFN+ePGXoLfPJjny65ezjp+y2Z4RF4/Eb7+KHyPbxY/rVIVefvUlP4ODGLW5fuc0H541oM09Pn5A3a+YK1w56/t5/8mtceuVFjp9b4peBsOz56K++jTeGumtYl/F2zdmje8h6i5131PMT5OQRftxQL87pJONdoXqPMEPOjKeqU9Y8kwUIBpmUIuDaVnW0NmPmCahaC5g2NA9ieqrvaNOI1AmbJhjPsWWrHZNUHR6lGaZEa7pQqwnaTi4ZqQ1rK6aPOl087HCHC2IMOkiSgA8O14EedTSC1Zw2kodmQGYenex4ODucszqIyhMtzZg8MyBQCgeLjjoWQlaPaz/PyG4kpx21TDx+NLKbwB9cppWCM5ahQ43yYnDlRO/boUeyqNmiCRiLqeCCVRBAaYiMSDUUgZpmsA6pM9lEchOoo0p/vinYzAWCsbhW8T6j9agBXFYrnK3gO3AO6/q9UNkhgnqYxSOmKQTbGlTB1QWJWjjQmbGS+H4efe/nLk5xRi+yusExu30ublZ6thWvbUxBEG8wkgGr5l5bsaVoG3ABWkZsB6EgroFpCBnxRnXMmrHeIGXClEYthlki4fAyx59+hUf3PmY3nuN9ITpH5zpuPHubGy8v+PC73+Gtr7+BGQJydSB4wdrAJu047C/rNzA3pFbq+oTHH75H8FcZy5aD0NNfuYY/9pgyYssFV1/qeP+d9xgvtmy2M/N6w9deuMavfPqIq3ZDePSAbtnT3zqkyprH336XRRCssaxurui/8jn+t3/2+1gg+kL0jdoaoWVEKr7B0Gv8KQbNNlpXSeNEEgudp84VcY2WR0wxumB8h+k1N2lJeB+wxWKnHQ7Zh3r1Hl+x1DEheUZKopmKSUVLZEWxICJgdhNtoRweib2G0pcr7DBg4oD0g+6sYX/03BsNkKbdna1QW6UEy3oWvv3GA83+pkJogvee4A2h1yLe6guhzogF2yreGYoXpTDsKYZzgbrbIZIo2xEXPUNv8C3r33OBaLc06r7PZ1bjgCg8WpLgTSVLpNQO79XLjY/Ktdo7gkhJd0PXSNJjagXZKTLHWKRCdBXTF6zNuuPhFfni95ZFYzH6gIPMurmYbu+n3aeGAD0o/6yqXkP+gv3kJARqBRGKg1qFuh1JtVEdZIIurM5SshqcS1YvZquCaP8vjb3AFApiC7Vu1RLo1L5mBBXOjUOmQrCawnDFYJqnf+EVzh89YntywtGqoxSPK8Kla9c4uHzIZmzc++BjvO9gdCziwHCwwJmGb5EaNgx95PHTu+A8Fw/PmHeNlC5gqiyOjrj/1o+YNjs++/mv8MqXnuWo3ediFOaa+eKLt3nx5g1u3xxY+MzZ3S2zcZjlAnGFd/7Nv6O0jt3O4g+X3PrHf48//5e/x907hsOlDhRWXcQ4HZpZIrEPSJ735Ahw0ZPGpqDuMlGXl9hloWCh7hcdYPc7mBGPaUE5vjlj+g5y2pP0K6SkFIemMG5pFpIgbU84qAXmLRZPM1ErLoYe4z0mggSraBMbsB5MMTBmfUGYoKCvLMhuh6nCJJHcGpud4c7OKDvKQhHN9FZp6tMuHdZHskTqnAmxZ9plZmPwPmK9w3uH7xxlSsSVYTtnAo5VZ5BmkTpT3AriFVoqFBzYQfnITvCuKMOngouaHql1wErdv2QCThqCx4aAeLWfeqm4NjFnxy4HkKKmgehwpmFZghPEB81movwlI4UmunD5WVJFEuAQKUqYMD9LpjiMBHUV2bj3237CnbM0S86GWqHZSPOeZBxSjX7ATv5GuK3SSBKoRvTt0aKOksVjmtAYVAS3V0AszlUVbkUbr8Wpl7eKJimkj1x69UXiYDh7dI8+XyDOMc+Zy7dvs724TxoOOL/3lJKFLkZSTbg50K+uMc2J4XjFyZMnHB4ssL4y15FsDLdeeo4nd+/y5tf/mjmPHF56npI6jr/0HNcPAt/9y58g4nFhwRd/8QVe+dJn8f2K5i0HB5F4cAl/3PHx17/J+UlGdoUwDDz3q5/j9IM/5U//5Akp73jm2kDXWcZJrXKmCd0iMI4zM56DPkITKImaM95bWkl4PHmcwXXK+qmZ5tzeVCAYm4EJSiKHQEPp4d6hoC8U1dHavup8ulDnS1WPcx4LLTdk2mCctjC7rGkUwWGIiNWuS/wKe/1Z7PEVTF5jLRg/aKokafdItIW5Ct/4zvvM80xL6iftDwMmRH35Uilt5mqneNUaFiCVKgUfOnIuujPVytPzDdN5Rp2oiW51hHEWaZUqjuID1o4QrGaN66SnttI0/iYVESh5Jlk9ToLVn8yKUhEFmvWUKdBawJUCoo42b4RGwFvBmbzfIbXFmtCrr9hFla+MBwJiRaUW0v7uPyMoFcF5nQcYqYpvMV4RJubnM93/P+oYYEwVpBJ8pWNfs2CzplNmUQdBa5g5Y0PDWotxlWYjYhZYV2mmx+NoVLydEdcjudGsw9gLTC7YIpgENS8Zho4X/uGv8vhH73L20x/ShQ5WK2R1hfPtB7z+xl1ufu5TuPW7DFymuMJiCEQxlDqz3qxZDkfkeccv/IPf5sHr3+aVl15lvUlMeeLk/l2++Btf5uSn9/nGH/wZl2/d4tLqJt3N62zlCrz2O7x6/A2+dPsaT3eRZ3/5U/zSP/0y/WKJbafkVvjj/+p/YrFaIGdw/YUDnv/Pfoff/W/+Be++MxG8wzvDjWXh/LxyttG3f6lFaeHN0wFxYTnZRYIxeKcxrd2cYFizHis3p0lr/pYen2dc52muUZPeM1zdwaST1xYGfTO3NYLeE62fmM4vkCZY7xWQFXrsoAtGEEydsGWEMtBQ8T3nivxVpb90GWrGHqwYd0kxKAF2ER58/IBWOo5vXqN0lj/5i5/wk1Ow4iBavKmU80a0lhYdxhQOloEnu5FPHTi8EWpn6eOCcrJl2Xdc7NY4v2BuAxuzos075lG4crmnHyrOBUybya0g7gBKxTgdtrTS0yi0nCjWEGyi1gOcOcd6PXEZr9WLIg5Ujdwf1ddaXrSvqLRSKaVgO/WVe9MBlRZWmDDQfNjfLxW4jqA6PVaHPiKa17ReMSTN7OkVDisOMQWs3zu0PqEJ4fx0pFnorGNXq2INa9Fds2l7E/qbZoV50q24+EDvBBvRXscaaaHijcaPTDM012PrKaVYYKYhFOsJiwU3fvlLrO894eLhhyzdgBmWLJ97CUJH3U70Q+Fodcj3//03eO2Lv8zh8ohMxRnLYrHiycUjWl5zfOkQFpaDw9tUk1ksI+waFybywevv8uov/QI+XiEvOnJ6yqN3X+fg8FPkszv8xu/853Qm8/ituxAn8ug4uObJ04LNySkHl4/ZnVX644HLv/orfPTDr/PTO41uWGFkIhjHR6dZSe45EXphbB5XG4sDx8nJjmdvHsD9C4r1pIwuvqniLl/G+1PsbqKuImVq2IV2nmI6pJzpEK6LODNSbYerVVvEu6j9qK7QbOXr37xDv7TcuhEZ+p5h6HGzxZhImSdIhibznt5faNlC8FA75dX6xvrJHX789hNWQ6Q/WFKWC+pYOLo2sBgaD7cTPz6pFN/h9qzivrNspkoDpCVib4hSsNUQauO8TnjrmOtMkspi4Rk2kXnMiBS2Dx/QXv0MIV7h8GrAmknzk13AJI+UWbVaMUiLGGY1Z/QOn40iWf2ENE8uAeNFWXLOYE1jV4RoswYFYkPmiusHpMJUPF4yMTpcqFinUpANIK4HHIL6Z63VzUckInUHXg+jxohCoyWCFY2IYfU02RZ7kiKI/4Tc2tZHXGuU1PBxwDt1+EuF5rTT3nUObMSvDlnFGWMtLiXEezVy+wp903sATkl8TpBpjRg9EhexJKC5yIufeYWD1cSdN98kJoMsIpdfeJnLVzsePrxgTPDMy59h9/gdyii88+Pv0ftjVs9c5+L+CdYGDuOSXDoKheVxT//5Fzj58GPmszXHN64wCzy68zHvv/kjXv2l1+DqTX78R+8wPkp0wxPyJvHoJ6/TyswXL2euPvfrtNURVrZkCne+++E+KNxz7fM3OfzcEf/iv/g2tjj6VgmxUorj9CJx9bjDWpiS9nyE6DCzHmnEeUJr5JZoxjFvRiaJLPOGIp4SGnMVYt/IzSNisGWHcUItgrUe7xzGB0A7VJ0NmJA111gsV599jlgnTp9c8HheY/0OkcIyROLQ0ffCrgbaZLiwETeNrEJltYC0bVgf2M5HXH3+BmkzE68OHC8CMl7QXbkEwfHNb3/AmJXBZDtLxBLyPl9qHIerjqNlZHM+gkmk2BF2BRMTbefY7jKXbhzRnyemfVrj/GKkWEN/3DF0DSK4VGk1KlUgDLRWyMZTKfiW1QzRVqpx1qRm+DpCN4BkWrM6GMsQnA4dg6tM6LNNKZgyEcSSayWYgu0CpiWQQzC9drIUpUsImWY9pmrJkTCBDIipiBgcQVvJ9EKH3gkaMGOtQ5qgo/lPsDinseF7i+8V09hJwfWBZlW3DN5h4wLXDfStUGSlbUzdgDF1Txa32NxUWjFqjscmatGuzYqjhiMsjpgnbrx8jTf/4luU85noAwfHB6yGnsePdjydR4qZuXhyl4JwcDiQU4NF5eLBQ1zvqAg3b3+Ke/fuksaEXRzgsqHsJkx/yPYkcfP6bS4vD1mfbRnPd1w5fsDl5Q0eXXyE45juoPHFS4/oN1vSaU+78yaX/8NXmdaZ7d33Of3WtxjPPC989QY3f/ur/N4/+19ZT5GVq3ROjyzJCZIK82QZhkDOEHzFG0OiMnQLxrnqTjQ1BW3ZDtMyu4uJZBJpGvB9IWdHlEyVhLgAWTCDVZYtjmqSOq8ctKWH2mtVgxU+eytA7ZjsVcLZjryHekXvwAXCsKRah3MOciPbgrUrjHi65QH24IjDwwX5zvvMlzPp0GL9jD26hHeNUho/ejhjYqR2Bp88dhAuZof4Hu8sloKrlu0EB0c90+lMcYG+RUIfsabRXzqifPBEzeDSM+1G7GZH5yydKdi6pIqQfY+XGVsDplUwajhI1WNq2GuRltY5cjFY2+mMpAh0HiM9ze0Qt0Sk0djQmYlqHWIjErKW7AaH6xreGmwXsH1A3ABlBqwqKK5TsrsVoAN+tvi0QLoZXZBWtF0PKqZpiTMt7TXj+skWp+mddhqaip0LOfYwJloTsjgWQ091FhcsxTnt9LBV9S0piPIMwWTEBcRWrAsKSXaNGmbVQgtIW3D9Fz7Nu9/4Htt7jwhuQYgLjp65QXaV7cUpZWosD5c8eviEmzdeYnP+Nt2q4+mjpyziEis9N7uB6hKtNqq3HDx7jc3dO5zcf6wcnys3mOYNdT4Bu+Pi6ZY3vnuPz/ziC1zlFu7qLa7f6Djo3iSdVookzr/5Hse/ccJuc857f/kWUwo8/8VbXP+1V/jx17/FWz+ZcMOSaLJORwGpFekiuyR4K8yt0oisOsvadjijfNMQHVIs1gu7ccP5WHG9YJYDs3dEA8WCq0an47XS6Ck4nM3UrAHB1ls9UhWDsU2BaXbAHhW1tG02uEND7w4xM9h5xNiMix1iF/jLl2m3b2OezhHdAAAgAElEQVQWCwhJ0xyXV9iFQR6cYE46ylrwoZFjT09jrpn1mBmbwsN9Ngx+Rraivayg+MvgOHsyUp1n0TdMM3hvQCJtvedUzVu6ENluNvo9GU8KC4bjhh23uFBp+2KsVjPObijmEErDFFEivTEYr5AyJ45oktoZvWj9XssIs7amzxNu6HGzYcLjrSXPIyUbTGnYnHDVq+snams2S5C9/VQp/EbD0gLK6PVqUDARMWhA3jlMMxizX9CSaaIl0oakY+W/5dfPl1JyUnRfqvhl3DdRVYxzyDxjpglbG74mTJkw84wVjzEzUhrSBkB3EjEZJ14ZttWo7cxcoXKLXT7CX3uZ4dYl7n1wF8FgrSNeOWRx+YgH796jrc+VpD5lYozc+sovcXx4wGZ7jvMDKQmL1WWcN+zmNX2/wEZLjDoRnGvm/sf32J49Ub5pvI6zB4zbDWFxlZOPHnD5xmUWR5E+QGkDLcBunWmXr3M2Cu/+2z/l6ev3uHIU+cx/cIXd+pQ/+Fc/wFpPbxzFOnLzWr5aCrudltU4o8fDnCunc6aNawJqlIid1eYqqeSLM+pug6la6nS+mZiKkHKitEYehVGEZgs2TUg2VKOLvo4TUgSfJ1zSjklvMp6CI0DfU4wlTYXSV+rykGJXlN0a1zaYRcFtPiKOdwjlMfb8A+x730fee5e8XjNuE+0wkv2Sfgg0YNs8P73zFIMh5UKuW4JV2UimgpkTIVQslW0Dm8E5j8cSjTBYQ7YFppm0nVlEhws91RpK6rGuQFDLXXGqHZqmlQvVLVXOtwKd0+oKCrZkvA/kklUiMUbTH2IUkYIF8RTXcJIU8VItwn4SaxpZ1MNs+4A3PSZYTC/YaqFmBEGc1zsse1sfnW40KCbT7bVkIxUVPLNWmDBiZYe0DFXjgJ9o56QbYFYbUh4TQ1RtsyW9IxXhZ7IstQaa1ZbfKEGPDG3W6ZTT90Bzesd0tpHMgR4/bt+irJ6j3vkp97//FmVu2NWA9YErn36ZIoaSZ6KxnI2V083E7dc+j2w/IJcdQRzWBCYPV27fZDrdsD57xPPPfYGN2ZLWhd165LlXv8DZX/8FSOGD7/8Vn/6VrxAuBnA9pltTN4n12US36rh06SY78zysnzI54fJ//Peps/DDP73Da68ccPPlG3z03o5/839+l9OtwcVKGSdC7wiDR6oQJWBTZs4Oay0xNGbnmXPl1tWO7UVhESq4QOcLGcd2qhjX4UWYS2M0jlotuWpcbIiRkqC5hg09tmW8VfKdHx3iMzl6evFa3+d1YliHiNvuyEOHyETLlVYucMsBJ4YyCfHJVmFUp9C6gJhKW2dae0S2hVQz4qELO0x1pFwZN1u+98ZD1RQNeoWxiamI9pN4SzCGkgoUR+g83jXaJJhs8FcPaOst3WCpWIo0Yoc2hVmhbCAuHD5Y7dW0UGkKyC5NqwUdKmc4Q8Ep6F0KzhdyHcBnWrG4YBROV+v+hdkpN9kD4jFmh91LIr4JYiO2gQlNPcp2hZiI9crDNa3uhzyqUNASzSz3hoSEWAfG6NxlDxqnNpVTRMn4jf8faExTlPSOVe0yzZlcGqNY7WexALM6fZr2K0LB2aTdHbK3MRnBN6OjbxLVRi01IuMfvcPxve+SH/yEsyePCTES6Ljyuc9z9Nwh93/wNmYakeGIXZrYpsblz77I5uEZ5yc7nA00C+Ggp18esz4742hxA2OF5z77GeZH9xgvHEevXOP6wQ1oMF5U7rz5Jt2q59btm/S1cesrv87xSzfIj+9zdMnxqPbsksV3jo5zHn/jL/nsp4959vkb3Hgm8t3vfMSdh4F+MeCsJSx6cI79TI4QPXbRk23HXPQjC9YQg+HkouKCgqRA2T7eVHyMdIOj9JaUYZor27QjC8wijDlTaqLWikkbWtMuG6QhfUTEEbKhpkKunjYWIChWwxkCBt95iIG5WzHVzNgaOVrS9gllPmfcrZHtSL3YUdtEnrfsxhlz3SMLtWPOFbbzzEd3T3kyGSR6NTAYh9iADY6D3mGdJwaHtdq9asj44JjmQmnKQ7a9owuOiLqDvPfI3NjuJj2C2rLvdVEPbbON6nQK3AzqUioVUzJWIBjBGoO1ARuaerpFy4zb3hBQjPpkM9rejploCXXtNA02NhGMCfi45wPbXhlM+/EOVqsDMU515TBgTdG3lPFggmJMasGUURElRT87qdBahmao8gnpe1MrIE4dHE3I0w6JFpsNPnh85zhYRhWkp5lWOlrtmXdbohhMb/aIBkMx4FsAqRhXMLZQ04ykLbI7x+YJJ40xLzh65ogXf/mzvPGH/54oO/xqwXtn5/zwp/fxwyEHB8Kdu/cpXhiiYTvDCzdvMz2+z5i2bK3hWK7xwj/8Kuff/x7pdMP3/+2f8+X/9J9w8fb7hPARpxdbvvMn3+DFL3+Z537zq9SLiemn93n5puP3//c/5FdevMKzq2cJzx3B6lmuXPwxr/3jK7Rrt3n9m9/hz7/1RGWjNOKCxxpDaDPOQgyWcYKhNdW5vCMtFhzNCUNgsfCsz9eIdThn6Fxjh+fkZMeVo0M2F2vCsORkt8XvGm3acHAUsIMjl4bpInNpxJVAsXTzhIQAGMq81+B6j8FQg6EWjwSrWrL12JSInaPVjuICo2xIuwLjTns/941doetwVy7RH3XUtRBPnpKGyOPNhj/4v9/i6OqSqepQaHCWZoXthRCWHms8146F9ay17swZswgcvfgyZ/fe1Bd7UD5wFqGOM8veUkePCbCbJ+bJcPzsgnJucXkmEaDrlLsbGrYYmrVKJkxKUq9WsLXSglFAV9eTM+TidTFZlVTYl+A6KnNbEK1Q67gvobLUKTO3GbpjZQeHXu+0TbSTpTXEOZCIcbpLGus1LVQzFGhtUiqlsWqKtxaDw5igf4Zot8snWZwyV6wVRCxNwMQeciGjEsvi5lWC1S4UHyLBC2X3GLNaIa3sL7sR9viM5hK+6WJuIurXtOq/tE47PQKFJoWNsdj5guocT3aNe493dEdHTNvM9vGai4uJ2HfsdorEcJ1hvDjFRcujRxuee8kQu4Gzs8rV127z6OkZJw/ucHzzKmWaCIeXWR4e0GTDxz885/atY45fuM6Pv/8Wl688w6PRExh4Pm208+PgeaoV7r73Dv/z7z7ef89KdpefGaW7Ja3ODMbsf16nkbcCYWzsiqEbDNucsWGJsVoQ1B/2lItMmgtpuyE1ODpwtLOGveSZUsEXqJvCMES9u7uGzYZ+YTE2UpvBW2huwEnBlUrrDLKrWO+1wTlEbAHp9e+YtCV4Sww9y8MjijFYHwilYYJgo0FspM0wjRk39MxS+PHrH7ExTj16Uaem1ajg7foeJ1Xh1jikFrJoEVZNhq7N2MHgS8HUTCu6G7WaWBwec/7wCdUvGbdJrXlJj65/08sjStMTqTRx+3IhT3MVY8FUR3XgJSJkSjVUKVjvqFnDFbUJzRtyKQSrsDFLojQd02BBgtZKmCI0pxNltb7pnZK9ud0AjYITtLyrqXdRpOhx2fc4peCql9lYjOnAZo3fiflb19/Pp+/1C3Xql0JulZYa1UIjE6LjoEwMfdgb0SGKYFolpK0iSXKBIojZt44Vg7DAS8ZW9Te20NEc+NbwxlENmLGxu39CvzymmgUpO44WgV4qz1w75uGP3mEsmZoL4j3eG3wfSLlQgKObB5iuYGXGxI6Td37KF//uV3n87nssX7oFzrG6viDEiffffo+LkxOaX3J71TN+/IAHD95n0SfClQjXnmN5sODFF9ZwM/D//O4HrDeFWiedRpaMLTvKtKWvFTtldrVQWkWcpe0StWbth6Sw3c7kpMfYPGkBTs0z0jKpFrYtk6fM6cmGxyM8XSdOd8JmTORqSONEzfuEUINSPbREqBPNGrwpiMyU3mNGC64HowvNWsAGvPPYGDGrI8LhCn98k+H6DQ5uHbG42tFfEcKqI8QIXUcrDd+BmMTFdsf33x1ZrDzTWMklY6zDi8UFRxYYFoZSGxVDrY3OGap32K5pmkOEXS60GhgGT4gG7x12zszOs/SOvNthXFEkSW9pZUcLBmcN1ieqWEwwe4NApRKpotR3xJFbZZaoE9X9C9LgwCiw2xMIHnJxBGtIxdFyozRDqYYiVn3h0YGpe75sU2aQMUr6YKGT2qYIGErVhgNEv8b3WN9hnMXagLNNAeEkrSNpWYd/n2RxprIlt0q2ERsi2Xpma8H3HCwHeg92nnGSwBZM7MBbiiSMreDjHvG/wGH1h2gnWopkdKLFOELRiVccPEYKFzLx9P4J7tINWA60XNmOhhAj1569xumDRwiQq2GXC9YaugZ5zmzXG9z5xP333uX83gnrh0/J5phHd9/h2auvcPLRHZyvyDhz/iCzsgO+CPfff5+nT8/5tVsLvnb7Bu/evcv48BGhvoEzD9i+8jn+1X/9p3z/Qx3C+NARgmpglR4feiaZSKuOQMDVjGFGohB9Y6UkFqw01puZaqoOB2rGB48zQVEiuWC9p407TEkUqUytcn4+sUuZbYNcJ3IzlDoi42Z//zJQg7acWQ95RrzDSqaFn9nJHH7hcQcr4rLDR8FJIK56fD/jBk9cXKLFHhu0+7OI7oq1LxTfeP/tD1mPiZYK6yI4o6W7o9XP1xolqx8seyRlYp2gNZw4rA/Qd2CEfhVxVpiz4KrDxQVnqdEFT7Gw7AZKElo4AL8gZ53SFjGU6LHG4aRRUYK9YJE2aBETlqnuYdo24GCfBdVp+tgyI1CydpIWaRAEcUKtDtsqrYEZOrAdxg4Y2ymeZ+8HNzRsW+vEtlUtKpaq64CIdfvF+LNpbq0arN7TDU1uyDz/XJ3z5+c5k0bDTG7kVhGx4Pb5vpI0EG32sZhS8XZf6ba6ofWBLekLRnZkMdTQAxHskmYNzXZ6UtB/jZIazlYWKVGe3mG9uYBpjYmKdvDLjpQuqKli9ikKK4YuGoa+Q3IjN8PhwRKfC1jH9DSxPj+FxYDpO6YPn+KHI/rjq/SHkYNrN9htKruTx5ibt7m2snztimO9ntnGwHtvHnHnrbv82b/8Ht/4uONwqcwYYxvpfKd+Uy+03RYTDS4lgm80iTjj8AZy9owlE00mF+hCY9zONPEUAV8EYwrG6Fs72pkYevXEz5XFwvFgU/jg8cjuZMd6NzFtT7hIWtI7Zx3ve58xpaqWVo3ymsJCi2yrhc5qWGHocIsed3gIB0sYBohHGjezF/huhZgOLh1hOo8LhhAGtinyl29sKMGwWPSUVDWiVYXBNGz0HHbotHaamXYzq8MVi8OBwVWWXmAzQ/Nge5yPxOUxcy50QdicbzkYelzeMop28NQyKV/XaJBaWiWYgNiZ5ERf+MZrS7TZ4pyjGUf0DtsSpk2MRGpxVFNwtuGM14bwcKCgbiv7o6/HuEp1BuMdPg64QVu8RVDAmlSNO5q0P2ZrHYYxAazBmk4HURTFkNZJ60ekarha0OKjJojvkTR9ssWJdxSgIrTcqMaRi0Vawg1BxdR+wHvBSCKniqkOl6Y91KhHpAPfsJJxbVK91iRcSxhzAm6ANlOMpVUlx1dngYkkE9JZLk4fcbY5I0/C/Q+fMCNYgUW3jwIV1TJBj3oueq4e3CA9OSNeEsaTx7z3rbf4yet/gb90xOL6FZwdWFy/wvGtIw4ObyBloLtxmR/XFyi2sNtMPHnyESZOJF9590cb+g6ssZR9a7FbdLQqRBvwy0MOXnyVLkbKXHQaVxvFO0qDVBuhUxN4RZu8qqlY69llQ2eh790+x9qzHrXSYRJIweG6yNm28MFZ5eGTHWdjY9MmxmmmTIkpQ8ozuQW0dlHDx9ISxqwwQ9AUf+wwscMue/zRIXYZsWXGtIk2Qt05JfcNQSUFUQxkZs3m6TlngAtaMTGhdAHnPBI8rRZCp+3RzRlSsdg+cHqRsF3U72E14HzDTTskGCTPGjvczbTmuXR9ycUcCKJSjHceWo+4irDEYlUCST2u6r2w7hpmzEgLlOIZa2FsltICrVkWdcIGpavo9LJRbKWkScciSaCgWU/vaAW8c/QH4W+umQRUHqy7fcepotR/xqYV55X0YdR3rljYSbPNdcJUIGekCrZ6lWXKRPukkTHEYCpqQHAeaZnoe6yJAIxj5fxsZDs2DBEXzf5h0G+IqKgSAHEZqRVjdxh2mKh8Gd92mvb3qoeK9wiNkh0uzzx6uONiThgim+2OicY0Ke+zW1jcokf8gnm7xjgN9Z6dX+AOdGAj8znGGTabh2wezbz/1z8AGn4Q1qcXxEuH3Pj8sxzfeA45P6F74TnOh1v8g888x/p8y8nTR/ze//B/8e6dx7z2uas8nATXBY46gblirKFKptZC/eADJd7hMA28D9ph2Wv+0lmrHZx4opkxMVD2mcuC0vO8M8pFbYV+6RiLo1TDYtWTfODxLHx8MvPxSeH8aWazS8xJ//15NjTbaFIoJiBFlEhQRo1p2b20lSZtgu4HjLeIC7SKOpCcUb/oKiKDB4Tshbn03H/jPaqNdM6w2WZsF/F9oAWdPloJlCSsDnumjfpPd9sNUiu2ZNqsYfPoe+pyoLoF0hLBCGXoaS1jWmNYWlKuyDYp7NoUmgQNnvuK1BHjLdUGWkvgK8UqcYCYcd4RDBQsSSyzHRBbyVaoOIpDy4ftzyaoeiIszusixeyfJaPPpY2A0a//2WraGxt019bnXCiICZiWQWadYk1qCDGyRWqFusXUx8i0pWzW5KcXn2xxGhc0qFsd2Sqecao7sjOcbTPbLEDFe0MMgnMB6zoNBXtPM5UqSdENbaGcmNbtJ3lGg6feY2ullEbLkJqQa6XlkStXIu89eMzJeiblxGZXsMPArUsD8zbhMFxZLjBlpsxK0E7zzPnFliYDdp5ZPfMM165eBdHjbpXM6Ycfsj3fcXh8GbtYElcLbCh89N4pxRfK0QGbacvl5QJzqef8zBKHyNs/uKfw5pSZpkqLltqEkoRgG75lvFRtkPYOb3VKSMngA5MN2C6QmqU0x7SryjcNgSIWscJUG6ZUbH9AzsqPzkUzrwe9FhifYHl8Ubn3tHKRhNOxME0ThUwZR/KYYN7QxFDnhpgZJ4K0Rq1Qc6WtR9r6HEkJ8QZZ6EJtziqbdczUKUH2IMLm/JR1sUjNBA/ryerD6hzilS3kAtSaNNQilm6wlMnRBSXKLwetF8xtIqQJSVtKNRpanguDt2p+SEJzMJisC5IZ8RGsIyWhJAtmps2Z2jxZIkLQ//saEbEUtC80eAu1oF6APV40a0FXLZlWBKqQRMjJUptOUZedoe8V2qXFUHpaQpxC06xVK63NewOG0xdfnXUR7sUK43SDa80gNVOnifFkw/jRY57+6EPe/fPv/K3r7+dKKWlKOO9JteBESDVTixAWHWdjoz+fOVpanDSm6ijzjNgDpF8izmJLg+CQJFoFiFUzR1ZWjmGmzppmb60wW2EnHS997hUOX/5F3vt33+C1X/87/OWf/QWnCV66ecCzt2/w+P49ls7gxJHayO1rl3jy+AlUS2uFEJf84K03+Mw//U2GR6csv/xZHj34mOpHlv4y8+PHxGjJwP2v/4hrr93i6MoR00Xm/MY13GC4/bXf4HyeWLrKb/72s/zwe+/y4WnC5YS3MDarWmBUgXsZjEK7FgObOxO5NcJiYDxX9kwjYZPbg8F1oUwZWqvEKBjj1CTeGaYqDCtLzQ6ysN1Bdxi4cgirwbDdGuYGT6VRTibiuhA+2tDcU/rgWC48q8VAFwOXrl+i22RWwyHBe1xstNixXFTk6RprDd5GLCeUYim7PfncQhHLtC2kdkp59IgHM8RFR2qetJ9kmgRdZ4liSTPslhG/rhA6nBVSM+SUWBwscJ3Dp4LrVtB7JSd2DiMLlgcDw1nCm4lhEdntKma50tqE5rjYTuQnZ9RmWXQdJoKLFimdnti6wNYYPEYVA++BHbVGEK0HDC4zyQCm4GhI7Kg5UVMh+MjUJupssM5y44Ul/aUO54PSKCTRaoFWsM6DqAS0x7tj2LcTVEXBSG2QZ9X/x8R0MbH+6B53393w+394n4tiySZQauVf//NPsDhNr3JI5yI57yvKqzBvRkKvzpwpge0dacocRsPNcg6lh5KQPmBFFIjcKrYVqjF4IgZPSYZkPLlUxqkwToav/ZO/z6v/0df44f/4vxAXls/+4lW+/ieCFeFifcH5ScfZkzMWBwvyrI4TamO32dF1WolnasMGy7zZEBYLuutHvPDaV9huzqjjhvPNyLWDFVxZwY8S99++w9HN5ykYDqLAcmC72+GYuPwLz7E7PeYLVz/Fe0/+D9bnKro1zblTqDgT8a7QDz3NQ4sJSiTKHhEiCeMj6zlz6D3eW1LVxIOrjUrQhwVLFxoTUOaJ4MG3zJQd09Q48HD1ksc1z1gMwRSuXL6OiYaAZdmt6AZLFxzGOChCT8BHA9uMP+xhjvsKAkMLDmsaYqDYFVRwsYNmKZLJFyObaaaPlZMcOLcBYzMlOLAdzluVwepMcsqOsiyQWDBFKKkgVmjeU2silUi2VvPAIYLLiHH7ushENoHtmej03VtCmTAGnLXs1hsk6+ZQtjPDyqldLs64ZCFBlZkSIjFASwlnHSUrA5lWqGJxZJrMlKZcX1GHOlMptCIUYEFhcdThY1D0pVS9kpV5z14ye1FTnwBtbs+o6F2VvZsNbTeze/yE7ccnvP/2U773zsyHd9c8XTdsMIRQWNi/Xef8uYvTVfDB7LsoHDVru5WKrQUrkUahjAUzJSbjKHGFI2PMQr9ODM5UGpnqPC55Sp21dclWXKu0XEl1wWrZ89X/8tf5o//un/OT1xsHNy0nO8BBLZmLqfHs0OndoCrusPOR7XatNIDWoKKkujKTtyO+OcrJR1x96RoP//h7dGHg5MEFD376Q651r7Bb7xjCVS5/4VW2bz/i3W99my/8o7/Ddt7xoz/7Nnf+6ltcffVZnv/1v8tv/NY/4sd//QZvvvE6Yr22Xw89Mk4IBtntCFcXVLGk7Y520GkVgLH4UjHW69CsGdIEqw6SEQYaU24KuQqOhCWNM/0QcMGQtpktQreMlG3icOm42oTDK5e4fhzp3Ip+EQje4q2hGYc7ilAr05y0Oey4UwqiEeKqIEGwztJKpuUAncF0AbO02L3rZrhxTOyeoQ6Ba58TvnD5fT6+c4cPHp2RxkTwA20zq4jvLURLqBtq6jC1klpDjCcYzfNiLC1lXDCUXaG7ugCg5RkbPYYtDc+y75llxh0GPVobx3S+xR90zOsdIS4p51vqAnzxzFWUGmgDNNiNBdN7pFqiy/jmSHuVQfbGGBG9f4oTWu1gHrXFToS+j6yOPTZqesi0RMsz1B2wIEvGGw+1YKkowkNtlHmamS4CeXPB+tHM/Z885O0fPOKHH0w83haay9jQcxjhqNMX0SdanMsh7AG9yorZ7jQoXT3M1ejRbDMiHeRcOFh1kHdQO53kOqugL4P+x1VHbSPBOyizZhHHLVkOsMsFn//Nr/FH/+1/zyZ8BrO8T/Vbnnz/21hv6YMlbTIGGAZPqoGh7zGmcjoLy0VH3/VspkyHZXV0GZeF3ekZ6eIxN79yk2d+4cvcfeu7pN05d36aqeGY7vCY21/5IofLypOTH9PKgif3T7h+6xIv/8rX+Pi73+OtP3id3zrMfPZrv8XNzzyD/9eHfO8H38YaTyq6G1ZGtn7B/8vZm8Rqdp53fr/nnc4533Rv3VsTySKLgyiKk6WWRFueItuKnW47HSNpD2lokQToRXYBAmTT6wDZBY0ACdAIOlkFCZxuIO7Y3eiW4rYma7ZEkaJEca4iWazh1p2+7zvDOzxZvB/dK2vBAmpbJO49w3ue5////Q5LpqQE1rB3OOeD03OMOEwppJxIjae1keAh2cqCimqqAMc2jHFi2TpORyX3AyP1m2w9FfYO7E44DO2iY79ZMl/s42WNcQ0lV+ylsZ6y7is5x7SIqXoCHRPGJ7QsK2Wh7TBZUckQt6jMaue2GEpn8TNDq1vs4Yr9C45PfOwpjoanePVm4vVv3uBHP3qRFBSjBhszLirbqeBcT0rKlGvGddUWXBDSlElqSLbDipJGxfk60wihsPCWtmnIozK3lkYieX2EM3tILszGhGk7UnQMCrkXZtojRkkFiiT6zYA3GR1akEJyC3QaKSFjSkWFJENdB4pgizCULVkTORakFBbLQGh8RWJKFd4yxSrB9RGLrzpLAkom5wFXhIyr8b91ZnNv5OiDE157Z8PP3hs4ShCpXKcrTeJg5Vku56T0ETElVib8rCGUxPkgdG0iuoZyNlJMph+EJrjKrsmRUQtZO3KeCKWrpWAbMKmQNWBswrpFVbTlEeknNBzi2sLHP/c8s2dH/ux/S0h+lffPt3zmk7/Ez176MafbvpZmnSNNA51ruX92hjGZ7ek5brbA2syD1x/l+PTHlJSIQ+bWKy9x5dGn6JrHuffaTzl87Drx7OO89uZdrsz3OXjoIbxmZlc9m1t3GSYDLtKfHrOOPendH/DIC8+zPjvih1+/wdX599DDOZ/8/V/m+y//NeozJlqkMzQyZ2EzMdaEShsC0xgpO9GwOI9RoeRMcp4uQNLqMkm5EEygxIj3tjZ32o6cSiWed4JG0MHgV44ZhbmxzOaJmZmqwWpMFCYGH+qEHbBOa7+0B2sN4h1ilTJFFIduz4mpWrGLMSDbamVuA+yQGiVkLAENDgtcXhauPLPks898khduf5xXvvoBX/n6NyinI2ZusINDWotuItkoaOE0O/b3VgS2MK3x6khpQxkzNswoKVeX5qxhCoFJG1QmwuIiHN+jdxN2uU/C0HWWYUrouqNoQSNI62CsU2oRyyAJiVK5ymaCtiNvJlxwlQkZKkwsS71hMB6knsRwc3zYzRLYQgm1yZIiGEOOZYdwrRU1gQpO10jZZEqvxKlwtlHee/OIt270nJw7CpkuBDpjuXoIB0vHZCzmb88g/FaQs5cAACAASURBVPyb88rBjCHBdojMvYcdVr/MBFeAoOQs5JM1CPRZKP0phCVSBkS7WjxOEXWKbgslxHocHs9J4QJEw+oLn8Loj/nzf/xVLl99kLdvbjg8sDzz60/x9b/4PsYvd+l+4exoi4k9OUWa9gLnZxtsMogq3WrG5QuHHJ/V8PH7r9/GWMOlR65TTve4+dLPuPILz/GxuwMNkE979p9/CO89r371mxwfFx545klOb9xh9cKTNNc+y+vf/RqXH/skZXub4fAS5y+/Rt6/zdWL+9y5e5eFsQSU5Fr6MrHoBe0C6TwS7Yz5rLAeN8jMwSZisiEZg7eQ14rrdgo7TZQJkiijTxgKoVX6oTZK7DSheCbjmONoW4dmAZ3IMeMkVCq8VtZQMR0mbvDekdsOmTYwGEzXUKxitE4wKVXNbsZSDViSkRwxfob19eSjqbpVClLb+0Rmmnn+AcvH/+hhrP8Vfvjtb3Pn7hmeQuozqwbKZiCqEOLE+iSyd3GfUQ3GRfCB5B3prA5aks2kPuH9HCeCdRm3smQSpc90PtPNGnKJrKww5FSp6btMto0bcvZomSjektOAFJjKQCprpGkgWLLxOKuYYEkRfGPIuSPZANPpTmG4qLyiHFCTKGmq55cUsX5R1ymSay1OJ6IRcp+JE/T3Bs5vHfPuq/d4+cf3ufX+OUOGubd0iyVtmThoAza0zGNiM/uIrZRrT3+cabthfXqPkzsbxrFUmnhJzJ3QBENMhWEbkWBojrbE60298FV29amRgmBVoDFIGkAcxVxF9hbMrinl+Bt85/+7wXCmnJqJmY985g9+nfvf+ArjZkOxggSD9oU7xxNPXLvKrdP36aYt25hYlEiZ1RH3lauXyPkWfcnc/eAGd++8x3/4Xz7J6lBZ/zRx+ycv8vFf/Bi+WWLnDr9veOdr3+LkKPPAE4+xuXGTK48+ytl7t1kuFyzmj2N94Pnf+10eeOwC+e0jXv7KT/nCP/wD/vSf/u+k0zVJAtvNGauLni3CeD6RvGHRKkd3tmSUkBI6JZJE0tbSLbq6uB8jaaelUGOYxsyed7tklalPXDEMRRiSkorDeMUSsW7FMCRcsKhUdYZNBlMStIoRR/KRZlvQoDUumSMacy0wlwwBNDtw1fSM9zgjiB8oeY61DYadG0QmhAbEViiYNrQl85/90cN87rcf4Dtffo8ffvWbvHvnHtuxMKZMznUW0EWLNTCcbBAzI/ZrgnFYm7ECU6koj+35MSMdB3OPm6jKDiJ21mBc5f4snMH6PYZ1xiyUOFTqXVYljgmTEr4UplgoqbANgabfYpIluwUxjUQjBKcM64x1kVRq0I6hR2SvdqBzrpLb3JMnqcoHDGI+DPXXortgKhZzus/tV9/iB9++xU/fWnMahSTCfmOYzTzCwLyb472SclU+zJu/HSr9c2/O5vIeYerolnMaf5vQ9WyON/ipMGsNNgvDNlKsEKfC6BPTuqfsL9gRvSi5wdhce35lQw4HiOzDtT3aeIPtT+9x9sF9ZjHiveFjTz3J3icuYY9/yr/82k3UGiwZnQrWO6QIs/mCx598FCy88eZtzEph2Gd7vKVtAsFBc/lB7h+dcHx6zotf+n/5ld/9T7n67EN88OP3+fEbX6Y1DQ/+0tN0/QXe+ckNrjz4NFk3rFaHbM42zA8PGMbE6sqKZuG5/aMv8/hjX+CNH/8Au9pjff9FnnrmWV77zrcJFKSpU71BLeoykirQq+QdOjTlHZHAMo4VvOyJJFNVibHUXbGbNWzF4vJEa5S28ZhpIBVlu42U/cRgAkUCRSfEOkyqU3BxFVkirr5FiwKp5kd1CjVwkLWu67KtQfgxQVcV8K6hynlCJccbvyO9UyDHmhwq084PEmqmVcDlwuOrwMN/fJ3nvvAoX/9/XuGv//LrlHFdj4KlkMWwORoI+4U2BMp9hWZETF3Bbcd6wVpr6BZ7tPtAGkksiAbaDkoJ4JSkI+KXUE4IyaOrQMoWt9liwgz6gSFPSIbGZ/I4kp0yrgvFnxNLqRaxMGOmETcbEKusz0e2x5np+Iw8zFDtIDeYtMHaWuguuuPGmIyQ/ybsnlOmPxO+/Y1bvPizc0a1dF7YX7XMGoe4Wo+bNbUDY2LEW1en+X/Ln58bQrBNwM1amoM9Vh97hNXCs7w8Z2/Z0XiHbRwmCDErMQqxQMbWvlye0FIwZUSzQfKISlfBU+4OzdErTDePqbNJrfBpN8NubvDsbz3Ol/7FS5xs4u4ppVT1eiaVwtHxMdeee4ppsyGRGMYJSbWY3B4eEILn0rWHUUm0rePum2f88N99mbDY59ovfIwrDz6J0iAJ7vzkZ2xPI+EqLJdXoHOsDvforlzA+Q7bdTjvUPcItz94k2t/5z/Ckrn1w4knf+NJHnjwQVJRcqIOHMaISM1OlnFCtTZuVKih6ATERD9p3ZdZB87VbiAWC0x9/ZbpZg1mjBQc1hmi8QybiDSGRKpMnDwSxZGoJDdjBSsJnwbGXLDFYwkV4q0JMYpJupPpFrKCyQUbWoxtcNbUAEluwAhFEiUPlKlQ4kCJPSVWMr3kWI93GXIpuGR57nLgi//oef7gv/0iTzz/MWgtGYObWbZpxJSEsZmhCFMs9GNiSqV+MrUtJSxJQ8Y3gTxsMFMdLhnfIsHijTIV8K1gfCD7OWo9rXc0sxldsNA1tO2c2cxj2xWm6ypkS6X+rmImRoX+DO8ds65hJpGFzYybkc26kj6qHGWgSIMWV2txFpRYJ7g5k4bMdHbOcOeY87ff5ZW3Ngy5sL80XL/acvGwoe083juMa+gaS1aDWksJH7rPPsKbU41BCMi8oUlLLn+yYf/oPuPpOXEamLYDIWSGW1s2U2ZMdWSe1dUnDBWHWUuEFaVvQoDtDjeRY6XnTY7myiN88ql93n7vPl//H/8P3u7rkt+6ArF273IsTH7B87/8m1jb8eATv0qyj5LHkUefuc7FBxte/9Zfk33LjRd/yKy9ADrx2JPXefixK/zgT/6MzVT41N//PHbZ8/a3XubobMPB5UPWbxxxtnmDx194rhLXjk+5+Phl4jrRr49ZXV7xlX/6f7Fczrjyn3yBP/+f/4wy9vzqP/x1vvOn3+boxvucD3BaWgYXMZqwrmG+sESpKaAghlwytrUMTUtHYrYMbE8G1Dliydicmc0CaoRGCg9eCrx9L2Ga2ou1nWcoQq+ORanP1zRF2uAwwVFSYjJKb2cc2ERwHrBIcEgptRUhioyKGo81iroGZ6nl+Ka+gY3PoGCSr1p1HdE8oa5B41SjcmWse+XQ1NRMMZSUWIjw25854Ld/6Y95b9PzF3/yE37wp19h3CS6C/tozGxjIq8NTuuENHtHiSPHJ2u6Q8dDj10l3b3FJJX03npDTspkAj60xFjo2jkl1iiOSofzkVIyyy4zqqBjhyMzjQVJC1wcmBLENFHWE6v9wOFSWC03DNvCST8yc5YrlzzNfOdEsTXQTgMitrZMrK2d0JQ4vfEub337fb71Vx/w0s2RiyvDp64f1LSSCnGMgBDaQBOEoJAkM04Kp6f4bvbR3px5EnKpt1hYzGj292ivXGR2aZ92v6PxO4V2U10QY8wUN0N8U4nWrrbTrQV8tThRzjF+QDShkkkJMJ7Dp57k+m88w/b0lLv3Pcs2YKyQUsQag0jGz1qMDrz83a/yyg//gmJu8fwzB7zwhSc53B947a++Ryyeo/vHYBtUhY8/8xRPv/AEN1/8EUdnxzSt5e5PX+TVb/+MMRusOs7PzwkHnr0LF/ngtbcoxdMuG8o2kkqmWx0y2czBE5/le29s+P6ff4ULBwfcvPkO737nh3zmP/5Nck5ENZyniRRjVb/ZXck2TrWdzy6onbRCjJ2Q1xHjLS5ntEAaIjNTgd3GGJbB0hpFcqFoxlmHnE84p7idYCqEgDVUpV6JjAVWoa7A6ndkJd5phvyhAsDukI5Wq4e1pe7cpC7sdQKdCkVL1SmMUGuKgsaeks4qmjMron092qGgoQbByUiBa/OWv/fF58AWNipsT3tyPzBstsQ81Js0KnEYAWGMwubonKWz9c0unmjqA18sOARrK7ws2fpz8iFUcZYWrLMUY2uu2YEJLaGtySvnPaFraGZzmnmDsZbGDDiZcDIiarh2IOxfmWG6sBMPm/qJtvNtalZK7iFNpHXP6e01b/5szavvJ9QFHntoj71gCL7BqOBcW/87c0czC4R5iw0BBXJwmPARj7Vx3NQajKlHAgmGcGFF2L9Au1jgFi3sZDfZOFKBlDNlGjHW12Ncs0PSS11uG2wNt+cGZImQcK7l4U/vY6Xn7ru3uHX7FqtZYO49c2kIamvwPk10jcc1HT95+S2+9m+/wcsv/YCX/vIveelr3+f4eM29o9vszy5yeOkhPvkffI4HH+547Xvf4+b7d1mvMxcffoDXX7oB6shpwnuBIXB6vGV1sMKo4ejdm8Q4MQ3V0hWuHGDKOY/8xnMghTtvHPN3/6t/QJoSJ/cDs0ueC/t7jGMkGSAmVAtjMkxTxjpLVqWo4K1Hls1uBwytg7SeUMA7S2k72lVHEyyhsVxo4ZE9TyyFmJVtPzGVhAktVhRnMn5eSGpYn0U2UdjzlkYquUKHiIy1iFA0VfdHHDGlandtGaBpsbmgEqhsVUW0UvNkijCc1xs2WTQWNFko7t+7QcYq4hUpGCKSJqpIriDqudwt+LU//HuEZSCagBiHnS0ZS0dJDr+oRrNNbphoSM6zWnRIEtQ6ijiyVYq1ZCOM0tZjoRqKtSQMzluKD1VvKFUDGDpHEQUTkHmtDJomYIPHzQIuREon5MlgcZhguXBlxuLyrNoJRGG36xQxuwytUtLE1K8Zj4+4f3vLu++tWQ8jhxJZulL19aVmbr0Vus4zax0La2jcREoR13XY0NJ04aPdnOIbpk1P6se6EmlnEBwaLOHCIbNLB8z353Stoy0Rb6WGg6Em8pOjMCDeoyaCgSIBLVuyN2jcYnHYWYfOL3D3jS2f+MMv8t7dLbfvHLM9P8Y6YbHXcmm1x8F8nwt7S8q0ZrW3h/EzLi6XNL4jjiMpT9icOTp6i/fe+C4vfeNLfO3ffZ133z5mMg1N29Luz5gt9unjmoyyuHBAu7IMd9ecbo7Zv3iBPExM24Fm0WITTEdvU8ohSSZ+8dd+C+8u8uTD53z28y/QzPd59zt/xZOfe54pBKy1mFmHmS2qPtHaivLHII0jeYtRQbzF24ALDtqGrJ6sFus8XTsn5Igxhq6dc+WwoWkcki0n55lCtbIJdeA0buD+JhINHO6v8Fqn4jZnCJaiDlyDNRZNYLyrA43GQrfCEqsWz2m9oXaMYS0OHUq1kFnIY0TiFsLO+ZkzRK1Fb2vQlFHGWjU0VCRqiZQCv/WHj/Frn/80m7PIeHZMf3xG3qzpp3Nyv0E0s5g7tkCRSHfYIOOWooVAxmTZdTYjmiJDKpTpHGMr/UHyhCfhd0V4BSgOBxhnaHTChIALHusU2wSMa4mjUAzglNVMufRAQ1h0dY0kgCQMdadZSj1VpCxM657NnTNOP9hysk3sN56DgwYKGNfRNh4XGjyJeYBWMjK3ZJmh4jDDgDcTZvrb0Zg/9+Y8vXGL/uSUPEzkfoszHtu2hOUe7cGKbn+P9sIexnomU4HHSjVdF02Ii4iz2ER1Rkgt5xo8ohuMSxgfydN9ptvv8N7ND3jiWUfMiXXJTFaYSs82joypZ8hbEgNlGDmYN8x85OY7b/D+8Qn3TydULZevX8c0ln7bsz6bKAPMV4F558gSefWHL/Pos0+gozCMa/r1GUhhdWXO2b01fj5nvtinP9+iORFComws4/nIu995l8uPH/Arv/VpfvYXL/HgUw/yzptv8oOvv8pjX/h14jQRc8ElEEacTzWt4xSxSswTeezJm4F83pPzTjpbwLYGKwM6bBmO76FZWM46WlsI1nChASlbskbSWMitxVvHoA3HYyHse64sA7bEisXAYvDgBZoRQ0El1m6ilV3UrWC9weZYO/AUUMgakSlVL46FMg2UMWGGTE4WOR9hm5A4gsZaRE6lSq2yRVOsoHDVSqETYb9b8Hv/zQs89uQl3r3TMw4DcRvRsRCsUkrGpRrr3O8EN3c1QTasMQ6s1FxtBZnVYLsxM0wqFCwZQQ119yipMqpUUWvwAjEGSp7IBowTXLCU4AnOIc4jJmBzYnG1rSRF31QLmFpUoNimFrExpDERTxPn751ydC8ixXH5ygUuXmhJxVacbKIGSGYde4uG1WJGUIPVtIOEBdpuVsfQH+XmvPH6LY7eP2U42zJtJ0rK2GZGd+iZ7c2wrSMsO0IQTFYm48jiwVmstzuIoKJmwhipH9RhB5fKvgpI1eEpnLwz0R9v+Zf/5P8kKjQkmiaQcfR9IZXCqDAOieOTDcgWU+Boo2yPt3Xf52DvwgFGhMYvGXMEE0gl8vgTjzPlyNG9NU3neOoXnmF7uqHEgcZZ8jQSz8+49ebbhCsXmIYt0rakqEgqtMsDujbQXejI927z/a+9wzQbePbzL7A5s1x8QFnsHTCuz+k3W/qziBED0wY/bio35rwCj5GEmEhnLNllDEI+X1eG95jZRkilYNPEcjanC5bLMwETGDaZsOyQs4ncD2xGWM4NVxqHUcXEDXgLrUH1vN5gUWF7XuVEUWBwNUcLmB3B36y3FOp03Y6lfksSkakeEzUNqPEwJYoxqIGUBC1NbX0Y0FxqANzmXYcxQZkwohidc3m25Hf/8Rdxew2+C6xzwYqhnwr9ZuJkPRD7RIgJrCPqBM4RTGVXmZxhKmSjBE04kyjWY2KPFbNTVQpGhVZyXeGRMN5XHq5tsbEWDrwVlhbaJmE9WJdwbUt38SK2dfUaFVu/nU1NWkkpaCrkPtHfOuHk/YGTez1dZ7ngM/NFHRh5K4gWjG9YzSzqHcOYKWUkxYKLtlq+TWUgfaSb8+6de5zePeX8eM207TGtEFyhsY6sBQkNbunpLixrqDuD5IKn1AtFKlPGMsNQA/OVfm3BN+ggqBWKEcLHHkV14vROjZ0l15CGhCRT00YCYHnw+qNs1XBalK4VgvcVK+EDFy8d4puADwsO95e0ouRc2AyJi48c0jaOYOH+zbvkuObxxz9OPwwgDSYX2nmLZsP9ex8Q2hnrt95ie3LC9vgYO4dm3jF74CrXPvMJ7h+v+f4//xLP/c7zHB5exazv8enPPADq8USEiXEcEedR22K1jtS1VPej9YFeM3EoiMvY2QJQsmSCL+Rp4HJrMK6wMMosFFoGkq1kgu220G/h4sXAYaiOEIBsWiQnSgQpS8TvZLfOYHWLADYUNFUdYRFFbUcSgT7tyu4VSVNiwowTSAvZ1f2tDzAOGFvdLGiCnCnTgI4JVYeMrk5QS6n/Tk7UevyC6w8pv/+P/gtC5yorqQBZqvXLBbyBSwcLGLZIrACzlGuhASs0dqKVRBRDTBbrlRyqJdzaTJDaJR6kwaivXWETGa3gpGB8wTahQs9QmpBxeaxuVA+hVayzGC8Vhq6GjEPVoCaheSD1E+f317z/7sS2N3StY37Q4CZwTcBYhwRH13hCaHBB8N6yXitjLBX9sr/E0NQ37Ue5Oc/WkaP7J5ydbOi3m4rZiHXJbb3BeI91dYcjthBTojGF7LvKoMFQoqniIwfWZVBbP5iJ9ZetBVOU+ekrdKHl2lNPME0FM0asd2gpu8mrxTpYLeeIc5yfjYzzJW2wtGqwxjJrO5puxvn6iBh7gttdyCcTJ3eP+NjDj1Uz2mzB0Y0PWF2Zc/XyY2zO7nPhkUeYL5dM/YZ7b71LoXB+MrI9OsNh2Nw7ISXB64i7uuLuuOYnP93w8pf+nOvXH+bozsDVp58mlYEpFWIcmYaREAytZHzuyXG72w8mUh+ZzRZYC5IyJW7p9uZYVeI2UcaIE6g9LqVrG3IE3aaq1vMW7RxdPyK5TkbxdnfzTAgGlW1dhxlF3Qz1DgLkXCClumRn95aTeozUWBk8SH3QFguyTUiZMEOsGnvvyEn5cBOnJmK0pdiuFoslVXmQVlBzUcGUqrs3OucXfueAT/6dJ5jGxJgNGyOklNj2kZImDvYt/TAxOE+xux2wqXS7tKuHmbhFWyh5wBSpx+ssNRiRJto8kU3Buln17igUrY4Wg8NrxJZEGk39pjSOeRuwXT0VKLUCZ0lYdg+bZCj5nGm95e57G+6dTLQNLGcOlwtJBNtU4FlnHXOfmJuqMzk7WbPpC8nAzNcjvPWOLB8xIRRj4t7xObzyLojlkQHmS0EFrAt0izlx02FWC6JC30+cB8elPJJLwOVlXVJLqSq0SfC20vvQAbwhmQI28uP/+wdc/ZWn+ddf/j7GB8Kup1kk0ywWiBYO25ZXX3oFnTLdLBBPztn2CQO0ziOt4BYt0ygsH1qRhsRbdz9AErzy3dexkvnMp57hbOrxzZzXfvAzLh3ucfXaYxzdeJtHPvlpLo6nFIF779zBOU8TLA8/eo3tWSQ8MmNzvub45g0eunqFW+/f562v3OLv/nf/NTN5j+bT16BZkJqMDpEuBO5/sObgQuBo48hTQiSATYhzxO0pNlviWDDAeNojKJsh0QZD0J5pk8niCUyEtmM7JEKeCGVisfQ1flcKebPGugbT1uKxxg3GgG4FbRxSxnp6MYJxBcKMyjpeYbY9NC2YGjG0fpejtQaNBplXVmw29R6hhGrKNoVM3VPTVhFvDgtE68AK6rTV5EJxik0T4ix7YcEf//f/AIzja1/+Eef3M0UyZ9vI3AhPPvMwdjvQT4kQRkLriFMtNBdTMGIYk6ON9SFVNNVJs7WUODCVih0xJLAwDkNtkehYw/baI31Pms1olw2rgznNlQ7fZZoLl7CuroIMpQ66So8RyGnL9v0Tbr94g3ffGelCQwgO1xpiVCTWH2O7tHgrqBE225H1prCOCWMNbiywtyLalj6Dk4/IrRUniGtIzrLdjmhJWO8xH745Q8K2gWmzZtv3FO9oh4i1HtWIlh5c2ElOLeKE4iek9JVIJlJdFEYwanjlr95HjaMYS2McxlX0g/QjbePZbM8xmrHGMcbENBa8byimQ0Jgfukh1Eu1G0umjz0Og28aZnuBEeHtd26y8EK7mpHLFpWW480tlnvX6c/vkVKiPz6v5ucY6YfISGTv2qy6FMWzevA6t+7e5ZlPfIKzo56SevxiyfrOMeP2jNKPlJIZhsw2GfYO9yoKtBRyViQONTEVE6OmOnAQwc89bdvhsRxeXNXCeB/pT05wQVg2icYVjLXEsRZdnRiKKZVns8NjiK1HO5xDBKRUGFvS6pRUHJITlBGbtpRgajk+pmpgzqBFd0XxiGiNwtndcETHgkpGrAOp5DqlAqi1THW/Wy0/lcboapBAK4seCHSh5YU//Dy+qcC0NCWGNCI60l1qMaWgdoF8yHB2irUWKRYVW6f83mFTqaKhknekvqrDkGlEsiGqRUt9gNWlOvhpS+cMV/c9+1f3WT44o70wp13uId6AFYxIRWHubNUlQsGxvXfO8bsRVYtrBe8KVgtOlaaryB4LIIVpzKwLbLSysYIB19QyQZqq5Iqf0+f8+SEErQvenBJ5yHUhnTOODEjdM6XMlAzaLqC4Gk0qI+AqFV1jpW+LVOuSFdQ0aLMjaItHxBNWLc3BIcfnE03X0dhAymB9g192pBQZkwHvUJuwBrquwWoiec9s0XHh2jXS6Rn9kNncv8/epRUm1SNGUIFxS7GZn778Ikd3PqBEYXXpkLNb9wgrw3h/gyEwbmvjPSbFNzPslIljJmXl5PXXaBaJicSNG68REcbxnBQabr78KhJmhKZl1s2ZLRqMOMjgvK9kiWBwyxUWi7hAzpYSIzlG4vkWrxE0c8E5zteFdYLVqqXxDo31eR5mXQVS7b4RDXX5jtQjbP0rqLFoiUhaV5ixFFBFRdEYIdcLhd2qxLhKBags1nqMlASSapAt556STaWumwa01AtfLUyxCn4wFQynlSarRUGr36vsyBBSDEYdjzy9x6efvc4wjpSiiArSGXK/xboW3zqKaShJKnPW7jZ1ecT5+uZGBYkJ8bupqhYiVYOR84ApZ4gOSO4xUnA5Yg3sXejYu9Yxv9rR7M8JLTivOFcB0PBh9qCiSTADOvSs3zzl7DTjtEqakMI4JUwjNM7SmYzzgiBoTMS+TsAbFMHhsEQxpJiwfxPb/ChvzpSY+jVZM2POMEamYawYfjXEAiklnLNQMhon1CZyGXG27FiEkHN9kxTjKjLS9Bhta6RPBYmRCwfC5QcaNkbomDjfbsg5M+8aGtMyDYkyrevofHAE25K3PWPxyJDYv3IVmRmG9SnGW05P18ikhBBoFgFvI9Z7xHv69cRUwFnP2ekHNM2ce5tTwKK7iW/MieN7Z5imI5vINBSOX32HvceeZjoyXNpbcZqUmBJTnthE4btf/S6XlsvqHYkJiRHKyDBuSZuhApeniTBsKVbBeErrMV3AUjO41lUjmTE9+MDVVcd8FupgrXE4FGMMzhQsfc3IplphMsGAB7LBFsXniOBqp3OqvwuNqeadjUON1sBBmVCVOm1NWpUC+JrFDezynyOKx6SINbl+cgy7KxihGK2U/90bXClQSv13S0G11GFYLlV5gGHewmd+7xexYadIwDF3gshE7k8xZQAixVpKipW9a2oYoeQExKq0UMeYAYWYCxILRjIqgaQNxViitvXtXTJOHatLS2bXD5ldXOH2V5Xb+yHl3VYloKrUorwYSELcnnFyNxGTx9pUJ7mpYHKmcRm8q3FGZymqrIfqgXHUn4Hp6gMgJwNdg3F+97P4CDenkskpM21Gxn5AXUATTFqBXc4JGjxaEq7UZL/GCFqbElrqolp9weMwkjFphuCrAJUtpkw1ZpUnejxFJ1ozp+TEwjd0S8t4dlx/0cYzDIkiEdHE6XaknxJ2EXj0Uy9QTk7RbUTnll4dp3lCjGe+XDEOFSmyPVlX05ZmUo7cyk+sEwAAIABJREFUu3OH+WKGi5HjOzfxzuNnLWnYUlRY375Be3iJeHrK7NKKJJHb79/k87//n/OJ65/i4OKMZu8yt3/wPpceepbf/OIfM1CYxjUJQ5gtGDdTzRpLIZNZzDx2iAzbDWk9YWczXNNhW09rYX/u8DZwsHK0qwWqiiOTsyWLEii0jackQYpBbIe4gMkTUFGPmgrZgZhmZ4AWSPVYSK6S42IcGd3hOWLdS2atJWbJiELJBmOgxGrNyqYeWbVUgDjpQwSJIqXuPItt65tDPOKpDFfjUHWVf54iWhzGNDz8y49x9WJLwpFK5mrnkBwofYFSubi1uWFJCCqWki1IQnslyYwilWNkNOKC4LwyZq26jpiZRqHY6nExWZnPhdWjC7rVHLN3gLRLXCOU0IH4+haXjPmwUZM2pOmceDZweh5BpmqQVyG7gG1afBYajfXNm5UpKlk8Givf1gVL41sm15EbB3EiDpFx8xGh0qWC/sl5JMdE2a4xBrxJBIWQC12w2K6tH+SqDDZg7YSGGcaBOIspngj1qeojxVVHiKqtCu5c/0fz6YD0QiSz2Ntnub/g7PicqWSmccBkpSSl9Y7NJmHcHBHLc5/7VRbNhjT0DNMa6QvTNDCejnhrcCT6eE4jmeH0BCNCZyzGG9ZnG3K/5u4HN+nHyDCesLy45OzuPSCjNlBKxM2XLC/uV/j/yRxpCtke8Zk/+gOsnzH1LZ/+w9/iwafmzBxI03HvbGAqA9temS0cVgxNaAgLVwvXhQoa3mzqlE+rS/Vw3vHIhRlNs4Cs9QluFGNhHkL1sORE4wMlD3XAFBy5aUniMIy1hJwKGs/I7Qqkqd+bTlFbKlt3XNfklwv1DUotI4vJaEoUE6q5az1WUFscsSZXMbJW/w021UZMcpTdVF1krN/smqHUfLHRVBUjqjs1gSAa2DuwPPULTxJzZiLx0JUVYxoo7pzkPW65xOcRTZ7aT/oQx7kPZlHfqAJGlBTmGJRsHI6A6Vq0WLyrbsw8RhyWrhHa/QXM9utgzFnEeawUrCjG+N37LGJNBC2U7Snx1hFlXZg5xeaEpAn6LWaaMMFhaDAxMcXEeqt/Y2tzYvDekozD2IqYVWsxoQLiPtLNKc7Xpa6dkWMhFov6yujEQHKOkicab1g0IC4wU4VJqaoKx04+jtFcp5XaVdiVy9Va7D3FBGIUjD2jsZ7ZsqWZK1O/ZX3SE3NBjWB3p60xZoYJGhv47Auf4uqVjh/9q3/D2f1jbr1xsw4j3IxtP7FceIJtGYcITQWT0Xi6RcOsa8nDlu7gAL+JjE3gvdfuMI4b2jDnypOPMTu8Qjw6r0OfecA1Mw4/scJuzrm8usLeowds7r/Pqy/+c771J/8T/+J/+CcsOs++FeJQoDg2w4i0Hhkz0xQpm0Kz7JiGCUfBxBG2Wy7NLQeHMw6XnuUiQx5JOuFcIG8SxEIIivMW9Z7QArGgOSBjrHyw1NcHpXe73WfGxdNqHvc1TG+mBBqrhbx4jHbk1T6o4nLCGFcvUCPoUCt/xVa0KXn3PaYOKwXNrkpnpR5Xs0CJljwpKoaSKjpSs1R2qxaKqXRGgGDgk59/nlGqAsGv5vitkKeOqA2eyGA8xaV6g+eIGUfM+f2KIUEpZcAquDiRSyJPE4UNGtcYI5W6N64JKE4nmv0WEwQxtTpXY1BDfRCLUEhosXUoNmW0jwzHHZv7fc3mpkoUNNaAq+TELA7jCtHlSh1Mu+SUNzUU4lskZcaixCmSFPqzNdt+/Gg3J3Gqbs2cUEaESImRYArJurobcx3StrV9kqvcRnGgdbepZSSXSkZ31lOMIVpBiyGWREkBmhmpeE7uCvuLjlYcm5OeYQTfGZxzdY9nhIDB+I7FfMa1R5bsP9zxnX/1JW6ve0K3R7h8YfddpjTLBe3hPiMT+Jr28d7jhmrHSipsEgx5qHyd04H2wUuc3o0895u/xt7FA5Z7S0xSHIVp7Pna//LPuP3uDdqHH+WzX/x1HtobufPX3+bNl+/zja8cc+fWls986jGMnTgbldbV0EF/ssYHhwuGjVPiZkJnDdGAC4GLc4criVlJLBdVR2CsIxRDjpXsHqdImHusKHbaHVV9gzMjWWO9qEwHrmCpLQusJxdH8QaJuyOr9VT6Fzgymk6QkzNSHslxQPPue3mKqPdY73BRqo05KwYDuyibxiqrVYm7aFquJfAPs6m778udchpKrP1QoCSDlIYHnn0IqwnvGpZXlmROKCbRGmUcC04yRpWivipB2o4+LEllqEoH6RiMozhX7QFtC25ZlXvOEONYLWdTj7NK2OtqBtpMVSqUT0ipvuXFuDqhlYSqR8tI3Cam++8xnliCKG4emIVKdpj5gg0OZzJdC/22DvWjsegYaVQJNuCsqSV2bShDpEwTfY6Y8W/3Mfx87byY6h10gkYhlULOjjHVJ7JKvXmtKSz2OjbrU0qqe0cbd0MAY5BoKQJFRvJ6wDmLRMM0zCklMRlLCYG0nZMls1mfEhOIGcG2WMlkA2INU84c7h2yuDBnM5zwzX/9TWKERx65xHD0DotmTuMNaagW6NniAW7fvI8Xz+a8r9NTQyUIxA1zVzOmVx94iLffep23vvlNjlcHPPtrv8zB1YvolInZELrMePc+lx9+jpOXbtI0V8j5EsfjKQ997nf4+w/9Ii9/5Xtc2p949Ucv086XpLEnhMJ2EFbW42eW/kSQTayujnFHO9fCYu4J3rDohC4nkp3jTd3/SdfQC4yS2ZOGRhIhGFRs1eGVBlFFpIU8VpV5N0PGjNmsMc2cksuO/1MnmsZMlR43jqRZhzelhg8yNUBga0WrkhMSIhPGt5T077UDKmDaqniU4kkIztbifCkZkxwFMKXsQFalfsv5Bs0TYlpELMsrLZN4mmlkRaIJHaPW35OSkcYznUcaHYnWUIYRKQa1I25IFNfSlMiAkIutRf/aUyRGUwVFGrB2i+8WuMaDra2anCZ0GpCYwCtiFjgpVTaUt+RUmE5OGO5FtqexOmiHAkVoBUZrcaaSDcZoaZ2tkIBUKL6uY2wDKSdKFiQXxEIa643Z/5y69c8vW4thKEpTpL43h4x1GVFbkSHR4BtHmHtKqWkSq1I1bDZjikVLwJmEOoPkBvEZ4zzCSBgn1GzRTWR26eMcvH/EwTLw+s1TGhHKlGkvzEjnGSuW4B0UiOWI9+7cR6eRWdvQG1hvN5zcnzOer3HW0R20tK3j1VfexreF1TxwNlWu0XabmKvSD8LB4R7XHr3EG997jTKz5F754P59Hrp3wurqiuH8PhxeZjgeSENkeeUyLCb+zT/7X7n6yJzZ7DJvvnOTVnt+9VOH/NW3zrlyeY+nn36cZnmJK7/4PHdf/imnb73DT15+nYvLwL1Nwatl2g50wbLapUouLRsurRraha/kcvHYbk7cnnE2BaJpuLQ0hKZlaQshOOqEuUEKSJnAW5KCTVoFrt0MdQ7GhBoqttMo5Hq0NG2HzQop4tqO4kDKSDECo2IcFDJGG4rU/mRRW2l/jUUyyKgYH9FiUNuiJtW4HxlsveGRiNhCwaOpNmtMnpACrRX2vSPYjJkVkl8wGEfSiJvg/+fsTZ5sy87rvt+3u9Pce7N7XfUNqkpoCJKASBOmacqWKYWssB0e2BP9XR5ZE4dHivBAEQqHHbYUIZoULZkg2mIBRFeo7lW9el12tznn7O7zYF/AEwODytEbZOa7mXn32Xt/a63fMl6w1hFLGw5JkOajzUPTI0smW9/YSbZpm04jqbZ6BzCIRqzAaBa6TcBKQbA4CjXl9jPXc8QFJEUkz6TpwPz4kuv3PuP6w6UVJqkleYtkZakgCp1rJ5AU4XqfWaK2WJjzuFXj6SYM8+2B6izpEMku4NaWsXzBO6eVQLCG0rq/qHOhxkyptVG7+w7nDbkKw9hhW4ShjbpVWgdlju2OWgXjFryz2FrAVMQJ6oXsPYskrm4jV8+vMNbgfWDsOmqKYBrmY8lQqrLbF+pSGFYrlpTJecYbZbvdcTvtqNrMyrfXW4woXh1+HCjTxLLfI7YiRRELJWfsMLCocPXkKW+/803ubE4gFw5XNzx9NFHKTCk9zz7d0r3UM4wj3geW3ZaTB2f0pXDn7JTv//CWy11hNx344O9+xrf/n2/zN//iX/Du//FX9BvD17/1eywKWmdE2728UNn0cDJaxFZ6Wrg8Z0u1HtWW3t/NlT44rBFsygxD14ZtCJJj66HpA1iDNc3OVtWBBLS0XcSUBZUeTDvJ4DxVM/Cr9vIWJs7q0dwq0qu36HGKrilCia2yvXW3t39rajNiY6l5arpnpXGNsA09aUyLuhVQNUilLeaimGy5d3/Dxht8FawkJGcqHcY5yA7NihPFuXbfpQq2ZtRWshMkxTbkQvC+NInCm9ZXkydQsN4CkRoVjfvWC6v7BiwrIERMLcCCloTGmXRzS75tiZjoPdW4BkLXQixtop0KrXgptgxwnjPVWtzQ0bnWDSAlYv0I9Kh3Le+KI7juiy3OZkEC7y2mKuXICqoV1DhSTiQE51rZjToofo3mI7YRbXdtKS2LV82RvyJN8CYh2VFTwvRjCwgDnQo+eOKyJ2ehJtBicNa3gpxguXv3FIslpoTxHfMUSanNl/vNhsPtjiVmSlZsP2DHniKt0tAHyPHA/jBxev8+zx8+5u6X/h4+nPJ0+z5vfeUb+GFgvt1z9uqGtF/Yb5+zWjmuHmdWL97nzdffoNaO9Z07qMn0GrnMls1Jx73eUYtFSuTzj56SZeFH33mf9PynDLYAPWlJWITTzuEDeG8YrafvGuEtHEn7apTtnNglZTV6VuMaOkfomrShGGwQjAWbMkbrseDVICTURKTuEJeopmu7pjikNApCbcAnxMRmGOC4G+rUFmAuzbInHcWEX2c0qRkpR4AZSs0LVSaoIJoRI5AzpUQwSqmN5oBpUTRMq8mrVcE4vvrOK2y8oczN1indiAkFtT3JWooYqlFqKlijdNaQLfgqOLFUY5pFrwhJPWAwmijZ4kJP1xu8Hhpe9PqKtD+Ql1vqYYI6HcPl0gLktVJqy6+mbWa6zhT1uAqJgthAFtsAA6WQK6gbuY6eFBXpDf2qpwuWUj0paVvAteKsxUszo2htnuYvtDhrTTjrqEskF0+d90Aml0KpsR0xRLFi8KsO7zvK4baJ2kcBuuajt1ZLM29l04zRSwVXj/yXwOCF9bp1qNiayVrJoUNTIWU9XvwzCeGlB3dbOuCwbdyamEhYcozEw4LJFTUOHyzS9Wz3Bw7LgSH0gCW4FRGH6SwP3nyTj99/wvbZh3zjj/5T2MKT5z/l6uFPuPxox5MPPmJ84S74ZmH84Pt/zfPPnvK1f/JfcDKeUKYD4XTNs5uCCqzubqj7mZurGzopdMGjS2Y3JX76s1ue3s4kmVFJdKbSa2YwjgHldDTtCEhHTs2FpYuy2y3cHBKdEyyJ0VucqW2mY227P2ulWgfVtkUpFuN61Hiq31BKC0S3FqxG1jNasWlpzNzaY0xoxz9T0WMrlqAYU5ACXn5l0XGoBmrMzVtXMhXBaEC8p1SlIIgcif8pNRsfiZppzWpqmzQiHTXDH/7jb3By0mM1o7XtYiypVfypNJJgsaiB6WjO713f8p0qWN+IAm0i7aguoFWxVo/pGcGGETQzff6c/cNr0tWW5foZaRspGqlS20NHM1IWak2U/Y4qlpgzzDMmC6VUSmzBfhWPs5U5T9zcRqIq/WqgC6F16RhBmZmXQsyRWvZIUKwfsD5Q+ILTWjt2CILzjpz2xFioaW5/PBzWHUl7Bvqxx9uWuq+udazbUjBmwNDKhRRLtYo4gblg5gEVh8sRkyfOzzz37p0TVj0hWGKCbCz4gFGDL4E3Xn2RafuM28s9hylTDfihZ7VZUTXRrzfcbneshx5rHL4TSham/cwrX/k9irQpsfEb1kPg9vEHjOMJtnR065n1puf995/x5j/9Z7z6Z3+fB1//Ex699y7jxcjQd3SrO/zs+x+zzDe880f/gMG8yIMXXuF3/8l/i0YYDwp+oPRrXDU4qxS1lFwp6slVsdmy2xe6lWXc2BZj+hUTyHuS0Jw/dSHmwpN9YTGBcW1RI4y9x2rDihjnsSJoONIIvEf90BZo2SN5wdVIkFaBLqbBu/J8ODYyS3sgutzuqKZFpHAesZ4ilVI8VSp5OTTCQFZY9i0EnRtvCAx1WtruW2prctYMRZrvVk1Ljxhtd0MtTfMkUdTwyje+xNv3V4R+aGF94OYmsewFjc2vW4ygtsPbgviKdY2IV6yjlALWoUaOJgeoJmC80kvFAz44jCssyXL54TWXP3vE/uHM9uHn5GzABoq2QWYpTd5Kt79qe0scSjv6xxhZoqVag131pCpMyTbSYr/CW3CdbZtKLaRZSElxAXIVdFaMJPBKmuMXW5xOLVpz89aqY1kqtRhibPh5qYoxDjsMdCdrxr5Zr9Q0+1alB10wxWK06V8iC7oIdWxV8lqF4jyULa7rOd0ExHmmw45aC6U2+ePVV1/mzS+/iKsTH1/N3OTIUmprGDYLvlrQjnwzM4SB0K24WK85udjgnLC9SWyvHrEaHPEgDAO89fXf5/GHn7PdPmF7c83jX/6M1771u6x9x2fv/kuevvc3BHeFX5/jNHB99ZCbz9+nxj15ueDFP/p91henfOO/+28w9nOsTcSbG2IspO1MSpnt9UxMB6wr5JzIh0TVzLofWGVhwDN2npMw0IeA6Sy+TM3ap7A7RJ4cIOSJTbCsu56NCOLWWKeUEo71FiDJYGUBFxrE21iMhGbLkwbewxrqokjtkGIoS6LaFSwecqHikHR7ZAZNmCVj4x5D29Fqno8AbKEUQ3FKdamdlKRCTg3Dkts7QEUanJm2YxqhDYnkGO9SMBhWa+WlN17ChkIlsyyJ7fbA9sk125tWo6eHGZYFW6VVbqRK55Xe0vTEoGA7amgOIu8s/RDwpWf0FfEdxvaIwmGu3HxwxbOPLomXuSkTtmWQRRNSlLJrxpaUF6q2XXB3qBwmIHh6MbhpIs6Zwz5xmFvTnIQO1Vb3MC2VlI6lxYs02qBvGnLc3zDtdr95/f22xVlyk8MUxfeew+0tyRgomZQ7Us2kmppf0VvKkpElYOKC5J5aFoTQBkoqVLNguY+x22amDh459nmk64y7V0EcNUFvRma7Ayl4n7i++pzrZ5VdNXjT2DBYQzE9Y7Ast9esX7rHnoLmiNPKdtrDwXC+GpnYU+ue1apjtxS6wUCdyXHmsLecng7ACWW/8OCu5+/+6mc461j/4Ce8/NXf4YWvvcbFi6/z6MNPSLvM55//ktMX4IV/+FWmcsO7/8N7nJ406mB1lqW35HJAV2vitNBZoU6ZyRZqsfRxT3+xwTql18pqFHJWRp3RocWsoHC7n3j2bObi5XMCsPKRsXcYo5Aztp/JyWBRTKhIKji/oP0JxOvWJeI9IhlbJoq2XdX6EcKMMSNVE8VYRBLQIb7HyILWQDWCGJpdLyfUjBSbj0H62OJo5Sjmu+YhJZSGCWmXwjYQEXNsglMEbWwe45spQQzdGHjpG18jffo3pDRx8yQyP4/UkwRXFX8y0K83+GUmuAj9Cu8rJXqKFKwP1FRRq5Dbkb/rDHXeEjYjRnpcuUW8RdKMkZ6lgi8bclgjIaDeN3pDEcoyEXeOOCkmZor1kKUVJmVBbIHRsxRlvyhRCj44vK3YnJmPc7NsOlLaoiuPmyIaHHNOdLU1nc3T/ovtnEUqzgcMrfF3PDtDqqVQWuNSAlctYixSI6vTQMRRYyTXVpGm5XgvMWBFYbkli6CakVjw5oC1hen6imVuU16fElkPbVHnQp0z065wmDJWFI0R+oDxll4SJ/2K2gf2V9fsY+Ls4gw6Yb8UlhyZbp6z2gzsL295frnF1YXV2RkPf/wj+n6Fhg5bMy++9WVWZye88NYfcDpsWJ91bG8Xfvjvvs1P/u2/4cXf/zK6VGRlyM8e8e7/+b9z/cHP+Pm//NdcPrsmFMvKJW5vD+TdjqQWph3lMJNTYjELxXQEkQZ/chXnlHEdcKp4D+ot9WgWiKXw8eeFgw2ch0zXGc470xamT2jXUaq2CaNWWBbUeWpUKJdoN2DtgpHluCsErMQjC2du8tevtNTeNE5t2rdJcu4RSUgpIBbNTaYxRjG1DaDwQG6RKuICdUZwrdJeDCqGo7euDX5yxtCDNlRns/RpMwKI4eR3XkVr4tEnC9ubheefLxxuZ3bPbtlf7bl99JTtTWS3Lexu9+yudyy7fUNrHhZSBqYFjMWFFuq34ii50PmEwyOmJVbENCRoMJFu00LZYgKmzNRyIO+2zFdb5utMrkLJjmW/Y86VMih9qNSa2e1aSDylQrfuwBqmUolqyUaoMaLG0tWMPxnwXY/rA8s+srvas9t9QRNCKZFqLGoLJkd2nz4mvnbByWuvIs6hZGoU+sNMvzmj1k+oOVJ0heZE1g6nFU0L+AFTI6aTBqBSadzTpeJ7g7+MPPzpZ8yHhdffeY3v/ujnZLVsesvZasX2sCUvQl4SQiAkuFivWSTz6fVzHpyccj0dSEWI11dc3LvPLlTm3AjhhydP0VI5Wa+JGD762/eISRjPHvB7X3+TfrzLcrnQbwbuv+346bsQovLWV77GBz/5HrtPrvm3//x/RFQI4tB5y4OXXmb3i0t++h9+wFkfsGYhLsrNpJyfevapxewchakaWJT1mPFVefmlM84DvHTiuNu3tAnS0klhFShp4rvvXfHdzwpfeXPDaQev3Fuz6kp740eAijiHBIvRjHatoUyCUCaHXfYQOmoRMAYxguQtZIGgaCqNupczdak4P1PtcPSrzmBWqLRYGP15G5Lkgrjm95XcJr11nlvTlg1ImNugMAvQUTVhOtc0UqDWGRcAfDvSHi1uVjybVwc+Hl/j+z/6Ab6HHD3TTeb6+YH+6kDvKtkPeG8ImxWaZoK1yBCQGvDnAz70CLlViEiiHwOr3uHGjlSfsT/MLM8TwRd6XxjvKWdvvYxf9VjryPuJ6dkz9j+74ebjzOGgPL1e2M8ThyRoyJyHnlwL213i8vkBv+k5OztlMwi7KZGtp7Y7REOrhPawMOPIsps5HCKH7TU3lwfa2fQLLE6TlUwGYxFj2F4tuLUnHiL9Ca1rw7QMXFgrQaW9MAkgtgnj6hrDpszQ2dZ5ElJ7WmJRDW2U7aHuDaUs2GFFSa2TA4GqM7EAtmLUNraLFbpVx9MnM3LEYMRZqVZwoWc/7bDG0ZlCtUK2HU4dhYipnjl7Tl9aAcr3vvsd/sE//S9B4fbJFRcvvMgf/MN/xI//+ttcP3ufV154h6R7Xji7i9zZoF3m0/d/yXb7iJPnI1YMIlCzMk8V55Wud8TbjHGhaXxZ6Z3HDwGfE1IXhq7nZLDN7xpMM28gpHmhuIH3njyh7wyn64H1ibJ2C8aNjQsbpHVGHm1tohbJtUG50q/KdRpyw8SZsrf8uhTUt1RKVt+OmDojdqBKf/wetMFSXjA+tI6bg4IvGBvaYi2NlCDGYJNBTcXECkNBtT/mduuxCfqoa5pGTy/VHBu1HYoerZkgYll//euY//V7R8NJpu86NmNHEsNUM5IdaYnkwzXFS6ult61NzRx6fN8SMd22cDYUpG4A4cTvoCz044r1WwJLuzO7cI5YxfgVolCmPcvjicOTmf3twrPbzPVB2WUh1sz9YSDlSk6JwyEiXWBc9wzDiiyGLAcqhmLahmacw4YO26/Ih4laMvPuwJIrsQhefrMJ4bf3c4aOQqbEipaEsaalEzQhJWCNtnBtCISup1uFNnhYcrPrGaFoBfUY27gyYhzVgTGGmg2VPWJhe3XgahoZxzWCJ4tHS6F3AzdXW5JvrplSMifrFZvTkdvrLUtKDJ0BL5TaTNsc/+Cijm7waHBsr3aoLngz4Lxn8DBvtyzXl5Ro+eFf/zveevX3yGnHxcv3eOU/ehu37vi7v/hrDmnPG1/+QzqecXbvnHf/8l8zl0S+rlzfRk6D4O5tmG4WDt2OtR+Y5plcFK+FXDO+62GZkalhN1YhcK8TvA/Hhi+QGqATSJl5v+U6Vd48DaxOA+cjdE5byt4bam4ithTb8ppGWzRMfxU0qI1PUwUJA5oWRMG4VsBbtV1FNCcoDtOb5ntVsCEgcQFvqSSQgOjcTPbOtaGLJqREJGaKc5hiwWd0VnAtpK3etGl+LRRVrFQoRzFbjjlPoy1SpgZRw/nr97B+JNXKEFrL1+Z8JO4mSrVkqcRYmQ6ZYmHKtByrAW53GD9RcuZsc8Nh05FTxCZhv4PTl3pOzwdYlHg5o0Ogvx9wXY8xbcKcbncsjw/srhaePZ95fl243kcOsbLuPGVZmKMhSaWajlWnjKsO0yvT9TUVT6HgxRGPsDsXWiPZnDLOVMQWlptIi0H/Zqj0b12cvant+GkqJrQsoWps8C6tWNdRUiaEBqDWYBGTj9SyNkiQBn5EbLM8VQe2mCaEsyBeyMbw84/2lNfvEy8jYTIYDH3vKSaxKLhSKBkQy8sv3+ejzx5is8PEjIbQAsYiLWKVCtU7cEIxljJnTk5W7G8PdMG3J27NLLeF4gyb047ybOYX6Yf8zjf/ETefX6LdimEjfPPP/ivy47/l8PwDptxR6ic8+Oof8eG//wukKME0MTnfHFhSRo3Hi7Jb2v9RtDQnzJSwFvzg6bvKeqgEJxhTMHFGXEDt0TWjMz/++TNOO8fLD9acSuH+6LDOg0ZwI26OZNs1wb5qIw9oGyFoPkK7sAiVGgs4j8kzqMXY1mUjkhDfka3H1qkhSKqj6nF31WPx0nFGYF2gVG33zyq/DlpjHPja7pfFIL5QiUhuxhQ1fSMraJOH0IFaGlO2rSpB8YhWxk3l5RdOefz8Ca4fETF4K5j1gGqhLAWrHjt4bvaRLjQjymGKLFLJhwPadTy/OnA29My3M/t7Hfed5fU/fQPXV5atojeFMLYrhDM2LjTVAAAgAElEQVQV0Qj1QNxNTNeRp59nnl9Vnk6V/cEiWujunzLnhSUWvLX060A/OsK4ppZEZiDHBdFE9B0m2OZUsopKJXghRsP++oAci5Tb8ff//+O3DoSG4DgJhrunAw9O1gwd6LQ0Wrj1cNRAfT8Q1h3B+UYVxwGFqu1z1AhZLcUpalKraNCWdTNiKamAX2GscvX8loePnlCM4oJj2kXEGmxwiDWsTkaePfmUw7LQrweMr4jJzDk3qp8269R+twMSJSdqzARnubh3wiHP3F4dMMZyctJhrGOlhmJm9pfX/OS9vySXyulbD9jfjEzzL7B33iT7ke18y/PPM84m+tKwm07awGR3aGbrwfXEsEZXK5x3xKSIAaTiqrJyylocrlq6sGoZTumawwWgJj7+ZM/3nsL908DFJvDKxmGtNvuc7498HsHYgjUBTLsm1COFveEoXftc3+Gk4R4JxzJYKibNKAYTLKbkZl4vBSkLpOUYeUqUlrRuO27wiBaklhasV2kJFs0N5+EsxNzI7ykdB4IGTa2qQUvLx1KOuU7liC8R0FZh4UzhrX/8h+1HcoJxih973GDwfcB3QjdYrDeMnWeomd4bXGcoqbCUgXkpXN8oD68mPvhkx6NPKv7OCavzjuADznnC2mJshw+ucXkr1JxYnu95+mTPo+vE1VzYTRmkstkMaN4x1cpSlRIcwQnOOFQyiypqG4MpqbSUSy74zmOMp6olVSEuB6aSEC3H2obfvP5+6+Jch8xbr254/f7I3TPL2Anl0HQva1taxXpP15tWmb7uGyuoNn+llEg1BaMGY5tLRIoDIhSoRdCqLFNCVyOdGRBn2E0LvhZcLlQ1mG6DsZ779+7g68zNruKdhTihFdLkiblw0Y94a5nTgvNrytI8tKvTDft0YL+biIdEzYnt7Q0nJwNjaa6QzSawCg69uuLdb//fpIePOH1jg928Ql1nnl9lzu+8ydvf+Aqvv32HZAxaleCEOUYOVHIpmMM1880VTDsOuSDe4gRC8JxtOk7HwGolbIKhtxktBWfBxRlrCpfXC3/14cSNOl57ZeTFi55VJ5ioiLNAbndNByKemnZtpzPteFTsEebtFbzHMFNwSCnUDODbH/3IGuLIry39XaoGJHSNOgEQBRMjtaS2Gy8Tmlt9nRyLeGvOqCtUG1CUKuUYiJa2WCkgmZpT+54F1EYUBRWMznCU2prXs+PBN78EnaNWabQGMfhgGzwreNxq1egR647+bMQHYQgeSxu8iBlZtDLbFU+vCiVlXn19JHQWszLo7VPK1UR3OuA6j3WCcEDinstPFj755cLjbeXJTYawYrMKhNBTg2c+VCiGLgTC+pSwWRFn2qBnP3MonmQ7aqkQAtb79pps++FVPN6F42J2dOELYkrefuMOm83A6qRn068YVz2pOmIJrUpAEs4qmtoi7TcNiaE1t3upCe1o5aFm24BTmpuVzBXURrKFaVs5kUS/6lmNK2JakJKoNMlhdMKdu2fE+ZZ9EWqcEROYYsQPPdXkhkTMM+vNQK5K13dUGzDOoFbICyxqoe9Z+YBRx0cff8bZnQuK2XLv7JzOG5JZiEvmg7/9AYePdgwnG8Z77/DKO1/GbVZcf3LJBz/4mOBgWI1ksRxKpZNW5DQV26x3GXx/wsoaVB29FO7d6+mMZVh19N6S/dgamV0ge8Oz68xf/u1zni+FURdeOx24MMfBmyTk2HXS/G2+RZxsh0npyFitWGnUdskFWxK1NIN8tWuqXyHBkQUUAduDOLAWu7vCyHL0v4JJE4l2lxPjIVWoCTFz+xsXgdzcRcTc8Ca7LW5WbK3otBxlNMUkUHWUEtvMIuvxCC7U1HZQVUWLx4hhc+o4OdtQ54TJBZ0O2F/p294RxBBqxfcbzOBxJ2t8b1mdrAgCXie60FHnmaqJoSaGdcaahE1b4m7BD55w2mJ3UmbqcmC+uuL9H97y84+3PLnakasg9dBKk+zCkjJiA+P5SLfyeKvkatmnme2cWPYLNS1IPmBywjgDfoBhDbmypIqirNcjfejovKeY31w7/9sZQjYgvsfboWEbx4CjNvePCqnYJsq6yjA6VpuOvNmQ1aKuDW8okVoU8QO2OtTVVuBjjpRyVbJm5tC0stXZmlohe48RIdiKxlsunz1lNzVyeAgeM08trJta8TeLHMmVisMT+g43OJwKooWctVnGlgVdedargcLAPD3lhfEV5mIhGHo5YWOEJx885aOf/Dnz509Y54ecf/WCZbdnlyY2X/t9LIIPhTkpxliKWVoL1RAYhoESZ/L+EmOElU2cje1Ya/PMiUZWslB1acFpPbDbJf78e095/xbEB77+5l3ujuBkQnLGSNfQIIytdJf6/0kZRkEjKv54F7QUejQtFD1ODnWP4dAAXzSfqTOVYhLmqEtW0zCWUitFHdZWSnVIymTRlt6otIgVC6LNw4yxaGnieyFjDsfhE6YxawEtM2IcRRRxHVULtRTUBFqEpeVCqUKwC6999TVydiy5kmxrGRNbj0OmhWIiJu8RhR7HamwPvPHcNidQyXhr8P2KzsmRJJHI2RE29+jurrC+R8pCWg4cHl9x9eHEj3625/niSMUhHTgxuLGQdpllyqw64Wxt6foR8Z59nJhuEyqZ2q2QnLG+pz8/ZfArut6Sd7csccZVocyQp0quhWJhXH3BgdB+UjqJhNDhx1P6Oyv8adfEZ+sa0Vvb4hDf4VYrUn3Wgg9L6ysUUiuUqQtIwpuBIksrekEQ75jSyNXieIPEo4ePmVPl/oOX2D17hFkHavKYVKFCEGGJCeuFs3PHbo4ssVAN5KRcX85cnA3s5wM3tzPGWF66uMfXX36Zn7z7Y7r1wOX1xOsv3OVbf/x13v/hj/no8hkXZ8Ldi9d5+vQK9SBRuPlky9Xqcwwv8/2/+Fe8/uY7vPKff4XnP3gfMco8KcU71FR6XRGXjKUSs6X2a05sZnDKCyeBznj6AC/dv0MfM/2YifPCj54c+Dc/ndgX4e5Jx3/yduCdO46T0wFfGqyrOoupgAbE7KkpYtfnTepQQ5UmSVXT6hCsVkQTOThc2iG1kMyAcdIYrwC5ULzFmxOSxlbNoBustc3Z1dnWK2os1bcTUZ2EGgRnS5PArIU6QdwgZaJ0PS6YtiunhbK1MGSEHpE1GieMWYNOGBMwUkFARZqemgzGK9aM/O5//8d8/O77XE8LiKcz0jLEUpGho68Dy/YGN65YqmBniENksBtOQyTl0qjuvsMEz/WjystyQj94unc2lMOW+fIJlz/fsX028cG7t/zoM+XhQRHfMfrK6KAbPPPlQrWWYRg4f+Ec6yxRle3THcs8E2vCaOuRcX3PeLahH3qs65gPE3GKpGrJLBQD+5zx4ghDs1Z+ocV5ud1xvzuBzuFXlqoDNQFJkNS4oVoL8Yi8rDQ8ZiKgbkRqbThMGZCaqDJiJUOtDR4zVUiFrjeoCAnLYZrx6xV12RLVNsSDZEzniYfEsFmRp0TQ3PSkpVKKkDWi0tP1Hd455OQUeXzFugugM0UNF2dnPH5+RWcCEkZu90958c1XkE8fsWjH66++zAefvc/9+6+zPtmQ9iO+L5y8tuFidcHu6Q0/+uf/M2//3h+gv+blFHrXxHzFsiwJW3ZUY7CDY1yvWPmKC4GXTxydJLRXbnaRf/WdSx6po3OOr547vvbahrPesRoGRrMgqx5T5uOxNmMVMB4NgZpuWi+Jtvp1kUQpgpFyJIN4bI6oFdBG0ENBjaECVhVTFFP3VPV4o2hZEHVoLdhFqSRqsZhYkBCQzmNSoqpFuzbNpZo25KNrr0GgzBUdbCPURWkSS0pI56HMIB4NUNGmBhRpTWwo1a6QOhFGw4NX7nP5dx+C5iajZD2ycgtCo0UQI75fUTrFLz1owfWGlR+wphGdzzbghh7jVtig6KzM+0u2n0Yuf3LNT36+49nWcflsogPGoXWjDlZZlgTGsFkZusFBCNSqLCWSysw8xSaVWcV2PUM/0FuDsxbNEzkXsjYAWcNdLzgUP3qWUlgOXzCVctgulKpkLKWa1qC1W4iH1geSWzM5ktoAQbPDGUMuC1oXJE+oMahObQBgFqRKe5OUioaKGEPoLYfLG7axMMfEfnfLHBfEeFxsoON+6JvbxtCqAGygaGZ9foailCRYoyy7PSkuXJzewXgL1mFPT+n8KXce3MEHxxAs2+1jxnDBx+//BBd60k3i0eXPeeedP2TZXzLtdwTvefbBM/LuOe/86X+M6TviNnP75BHz1H4P7RLYHhK1RgwRhhHrDH0H50Nh1RtOx0KMC5883fLdJ5n/5TvP2Q+nfPl85D97+4I/fmvD/VXgbN2z7o53yWmiiEPVUl1HVUFz0yK1tAwt0rCYQkW8a2Dp0qJ4YqRplF3fGqxtG0wYagNcUynDCTb0qKwR03K7lkbok37E/mr3LBXNhWIMagoyRyqtF1NzREsbcEgyiOtbJUNJQEZTC+sz5/ZAkwC1UitH+LRF8EcJrsWcDIWLr/89llooOZPUkkph0Ur1Sh3W+MHitVJyQq1vTDPj6FcjvatsvGGzBskGJwvUTI4z0/aKm4e3/OwHz/jO9yc+eFx5ehnxpuN0MzB2irFKPu4j3aZndXGHk4tTqJXDMrMskbiPxJxJ4khzxJgKQbFds0LWqs25GjxJlWmauD3M9KFrETzbQOBfaOfcTQu7/QETArVAcR3jurTG5qTYUbDOksVgrSf0hmQM4rQJ1hUoiukclrY7VgGHa2P1YjBHpqe3HfvdgTkVemdJeU/XnUFnqLOS9xNCxfuREm+RKmzLgRdfuovaGzpPe+MVQ6wV34PGTPQzXerxd+6wzFtefeFFnjx+xmEbQQ7cfekNfvLzX3D/7gN2n93y9X/2X/Pwf3qPWnf4+z3rs9fZPdxy95uvsf7gjH4M5AWM7yllJrjmZJlTYjg9I99cMVhDQRltZb7d8TR4nn1a2C6GuSYWnTjt1vzJy447DtabgrGesTd0AZyz2DqRxw1WtZnDkyDOY2yLZNEBBCQvaPWoCiypsVI5njiP1w40gemPD8oM3kNOVG8xaW7N5Ri0WGpuqRYRgazUsGq4lOUG9Wssgoo7muFbO7fg28Mgd+1KoBPGHAtsVZFSMNIGY0JFdaLSIWhrq5OMlsYkqvWY4MBz72sv0DtHSZmiHPtXDMWYdsyvldqvsKYdjU0XGELAU+n8hrrftXYwscSbyv7ZFUri9tMrPvqbx/zi/cLBBMKLp5TLA2UpDK42g0yt5KJ0/cjqZKDvO9zpGbvLJ8yHxGE6kEOHTIVcCp239CSGvm/aca7H16yUkqilMO0W5n2kWyuxHGsvfsv++FsXZ8axPSREtlQM1ltqaWl1sSNGf4WZaE9X4yyqLZhLTcdxOa3b0AaQhLFgxFN7hdxhJBKGgpOJz59XqrUN8LSrWBOpKWExJGdw3UiqS6t5sEIpwsn5A9IvPqZf99SiuCFQXcf++VNSUTgYgt9gLFy89DrcjXy22yMYPvrgIe98+Zv8+ONfcnV7xd17r/HT//C/8c1v/Rnf+/a/pyyV03cGUvTky0/50t//EtOjh3z8yUNsLWRrqLWQsHQbg8QJGxzWFEyBxwdLSo5iWx3D2gkvbgYuzjoeoDy4WDMOwmDAhx7XG0wpKB51Abu045saizHSdiHtoS4UemSZkM63Gr1WKILo0gLPsZXwmF+R2Gs9+mubGaCIRWoF06FHfRinlKVDTFsw1ja/r+ZM9StsLBTftSypHsVB71u+02p72GpCgwPbyozaXEIg7mBYI9EesZQRJQANtq2tYKQdW6mIeE7OO85P1jze7nAxosH/unWw7x1ihgbSFkMuBdcZghU6Y5u2exIou4gTw+75zPP3PmGZCp/+4oZfPsxMKTd05/MrVlhsL5hciEZYsra+Tm/pvUe6kVon5mli2s2twFgqMUfEebresz7fYMahWRqDp9RCjoWaPMv2KUWh6xw1FgyGw1JYfkue87fT94JlnhvxwAyR0XSkeaYuIzEafFcbv0kDRm/bzN/51iEJiDhaFt6DgKutKVhch3ELNS9oEULvEK3s533rXim5GauPRMVSGkAoBIcm8K4nrHsOu4Ww3mBNxVvHlBJZDHfu3GWeZkzJTV8S16aJfc+yzExXe3Dg7R3CZuFLL7zGxx9dsn3+kJW+wXL+ORfnd9neXCLeQrrmw3czqwvL3dfvU7zjR+/9ANe12E8tCebayOTWsN9PiBV6lJMzx1lJXFx4TozhNBiSJja943QlBLF0XpG6YOcWrzKBZseDZkO0tTWFF4vVCU2l1aJrphxJBK2urzR+0LEdy0qiWE/BtwXomhPHCFiR9rUaMU6oS8J2jchOakfUxhyxWCnUnKi2a3dE22SbejS/q28NW+IimIyUNhDCr5of+ni8JkfUjc0dJGD8cSGWFjjP2sqWpRpwDj947v/OOzz8q++QVKi5It2AlYimClYIzpBMh9SEk0o3dIwmtshdSbjO0/vKvmQ+/ruJmylye1WpWfDWNflJwY8jJs4k69E5YYswDELY9MjYUczC8mxmd7snRSXVQs6BiqHvDOsh4PvVsaOmVVIULPiRvL+lppYXzVnZldJqIEurlfpNH7+dhKAWNY55d2B/s2cptY2B5+XXYc/q2shdbatWRwzFOmqtaF6gtgUm2HZ/Mse4WDoKzDRBWyokNYzrNUbABEe3OUPFkGLrpbC+w646xBmcCnX26NrQ9R3xeDeRWFgNI9vrW4oJHJYtl1cfoWy4evyE4e5d0MJhP3N6/gLTdsfv/sm3sBLZaiX2Oz7/2Wfsbx9xdv4yV48/Y95GLh68yN/8+feobs14EnAuNAxLb3HekdQyq7IcZrzznI0b3rm/4SunHW++eMr5ZsXp2Zp+VO6dDZzfDfS24lxGNKIWig1ocJgacTlQVKlG0VyP3SvSUih9MxoYHBqVmlozG32gdqFZJ6uCOsy8IMtE0UDFYUqmlnZ8rGlGw0BS34Y3rmuxMWvaUKlUSEpxK2rfYczSIl6pTYVbD2hBYm51gFoopWvVgdE0q2cuDTVyrASkxONRuLRUTGnHb7QizZmC2GPpVYUXvvoGRi05ZXKBmhdS1nYq0gY6RyIuGMaxP6JcaoNHV2XsM4OtmFjYXk3M+3Zq8N4SvOVsM7DeDGy84I0npdoq4cce2wVc12GMIc6R7WGhujXOW6zpqLZAEVb9hu70oklHfQBviClRUibmA/Myk6UR+fIUccZSsGSndOEL1s6Lq83hcHrKEjPLUpnmHaU6nDgGb9mMA8P6hH5zwtB1SJFWcy6KONOSC/bos1WLkRG6dtQ1tpBN5tluYatQY8LdGTB+IccEh1tySThbMKGnxIWyJKyDzILpAp+8911evP8KNVUSsMwLXTdyc7vF2EJRR0zNZPzk408wVjBUnPV88OGPOe1eYPXCBV964ZwyZT54/wkja155+yt89OmPuXp4hV+dUpaFb/zpt3j84ac8/fTnLPEAS26p/BSRXFh1hpMgnFE45cAdd2AVKmedcn/luL+xnK08XTDYpWJsj7MW4wd8aDY7Lw7EYvweW/VIafNYPGZonaVCO+Zam8F24HLLUR6bxRXa5NR0VNOh3uLrFqNH+L+CSDPj2xpx5CZ1VI/xUK0gGLQ71gZobDOCbt0QkhKax9c0vbIVVinUGaut8MrUjJkSJmrTMOd9GyjVtgtrbh7dUnJ7UBzzcrXmZrksirWO01fX9BgwgjXNkWHFtFa0TtBg2s8dHNY31IvtHGvfbJMOIZX2dYrFoXRGGb3hZNWxPrGcjh1BFG+Uahy+93Te0Q8Bawq751tu94VUIhJnTFVkDAxjx+o00PcVbxW3WuHEkqfairsopO2Oebdl3kamg1IoHHYH0jJjYqEcbr/Y4kRKa4WKiaSGaTexf7rH1QU/Ojb3ztmsB842gRceXHDx6p3WDDz0WGMRI9i6tDFybX0V7bS0NNCvWK6vb/jL/+sRHz2+ZT9FzNUCxjHcOYXQU6sBHKEeu0LjTFkKosK48lw+23L26stQy7EXJbA+v8vm7C7Ge/oglP1M1QUzBW6fPOWNt99mfbImHhaerD23n30Eg/L6xQXFKE+vHvHK77/N+XjKJw9/ypMPf8qzR58yuA3XTz/j0Sc3OBPwAUysmH6gc9CnzNh5LIVVJ5xu1txbB07HjrVLDKYwdAPeCjaEBs6yraGtpsZcRTO9d6SlYGxBJGFlprrafodZm0USaYU+ZIxpcGpqoVZByoTGhJUJ4ywwUmyr0DCFI79nbD0r0jCTaiKG/7e9M+mxLLuq8LdPd5vXxIvIjExnVZbTYLmocsmqEqKEZJmSEBIMGPBX+QtGHoHEACyVBLKpxnYW2caL1917Wgb7wQwGNSEHb01i9kZxzr1377XWV6iiJcliQZJgbKX1A9Y5bNZpaGDW11R3Rs6L0+GQ91RpOGupNJ3MBkA6shQg0KqCgiAhtgPUPtmKvuBVjNo68bQMi6uRmx9cU1NjdgMtFby3eAEOEUtVWBPKoREmQi3kUyS4Si5ZLwonuKpYkD4Lo1TWo3AlhbFEbNXBZrAdfedxqwFxnikWZsnk7ZbD9p5UYY6JXCOCZTU6Vtc3dAslYdcyQ8rE3Ynj29fkVEjFcbKNUhM4XTHZADTHyn5P+15JhjTN1NJI08xhd6JaYVyvefp0xWAa3grBNzpvuX3icTnhciEVS00KbK1kaptpMpNPbylxJMcIktgMt/zss5/wZ59+QB8ch+OW21WgHBLGdVQRlpsR92SDk4qJhlXfYZvBW0PdCV/++p/46M9/gamGmCL3L39Huz8iydKZntunP8L1jlzfMn175Gd/8wU3g5aTffn3/8Dv/vUbnn3617yKOz75ox+z3e34j1/+ih/+yQM+evYhv//33zI/f8V3X/2aZx9/zie/+EusLRz2M4f7O+z9HUOJXNvC07Xjwx8t+MmDwOOrRhcsXUg4CUjOIA23dDibMe2EULC9RWwk10KiMs1HqhsxdgUMSLfEGSVTNStIPEE86j/42YpX65mPaY16WsMa5kQ7nZByj8FBLGpXA8y5oU+8duEqFbpgraN5/ZwxfYDQY6eJ0CaoR1owVDPgjFGkYrVIFYJEXDIY68it6BQy53ON5g6TG5KOClkqR1rJtBrP5DEtQKulIghijHpTCSwGw2d/9xdMUTDHt9Rlx2wM86lwEjieTjQx+CD4FlmViG2JfhwJVfDSwBhMSSy7wsPB8vDW8/SR5/EChtCBc2TTsM2weLjErtZMruPtKXJ3cuQELBaEcUCa0HeB627Bk9sN77//hM3DNf16xbBZs90eOc6Z3ZzZHzIv/nPL3faOaXeAlDAlYoxh2fX88IHl4w823/PJaSvFoj5ZKzSgRPVuGmk0KrEq5bfWjJWe1DmKVSoWRonW+luKDMc6xEyYEMixsjs0psPMcWqcdhGKsNtn2pSxMWJEyDExv3xLnTJ+CIzDwHIR6Gzl0XtXuOp59Zt/4Qe3jzGDZ//iOb3TdoGxH2nzFuKR19t7TG9pJvHxn36O7zz4nuJG4vZLPnr2CS9e/55Hj25ZbNa8+PYVMWRSrBxLou0qYTVw/2LPz//qbxk3SzrrCc1wZYSxExY209eGEUi5YSVhmsF59NYUsHFWmG2DlmedcBstQWt0NNNwLdE46IAha1u7Acx0gHGNSAF/hUnqo6UWbEMbCKrV75vu6kwNd0jVnbKVc3rENox31N0OrOYvMUV/z3VYExAnGjMLTalh1uhqomWanzGtIL2o19aeJ7NZzfz1pE0AMkOrHkEUkVCzJpqaNtNRJoSsntuqO2wj6uOtFVq1XL2/QSSTcyW/fEN8s9ckSNZ0VCsnSkyUkinG04lRzKOAb9CZjLPoZ4eBh32h787bh6pE7ylnooNSGtP9xHxIZ6jvAUvDmYwf1xhb8ePIYjGwvL7CXXnsskPsgpRnsoHD/ZbT/Z7Ddk+sjXku5CIU75mlY/TC7Wh5/3bBov+e8NwchZaFnBo5R2KuTDVrJWW1UC2mWkqGUiw5gUR9fRVx54mfEotpHtNGWrO02lFrxtjKIR356vkb3uyOFGfIuXF/f8SFGR8MJYMbRlpp+M2gh95qZ0wQuFo8pM6V6b6wWN9w+94Nr5+/gc6T20zvEtISrvc0sRymN/zbL/8R/3jBH//4Q6xU0ukF108/YPGgox4jf3j+knjcsRmXHF59R9iMfPOH3/L82695+/I35P2O1Y3h5198wfWDa8ax58HjJU82PauHD+jEYrwlWE9vDcEavCmIBEJptG4BxmOCxxqtXmxFoUOeI05QTGIpOnirSf9gaN0A055SB1ra0ULQp1+pmBJp8Z6WItZYTNpTnKNaoTlH40QzVou6WlOillgqHc0NYAfNatcEJuurdnM0CWfEfHcu8xLqsVKqRYzX9UxBydQ26F40WB10lQoxU8tMSzO1KfxX0dNail3+p0qz6aS3GEo2yvc0nsVNhwtna2E/4jqY7g9wv4c402ynRPUYCd4xBghE+iB0o8Nb6DtHGHvCww6/1DlIjZGMIRUgNwzCNEXupszhNCMRQhfo+iVWHKbqrGIYPL23BAudC5qBZabSmLcHdocD+/2e3akwnU7nNnzR7HNJrDcrVuslV9bTh+9ZKl2kYN1/754MlMi03ROPkZJ2WsLbFFDUWqFwJHeKV4NzRWJNtCQII9gTzWfdVWHB9YR+xTxlkgd3zvWZBn5YYXrPdDzQambenxh9R7dcUIswpYyIshfDAL4LbB494r1n79PE4DpPTZFTgTqfIEe8D9y9fsH0MvPy66959tlPud7ccNzfsXr0iLu7VxxqYnE18vK7PXNJLFYLbq6WmtaXjmn7muV6yXffvOXFV//Mx59+zo0tbAatZGynHWZQbkeVRm5CToY4awvELEb7+2vUaaVYTA8ERyuJgoaYbVQGJ8GCcVgvuuCvykHx+YROYTEAAAEhSURBVIAVddjUPNPE6MUnRgnQpegT0xRMFmTWkLMpuh6pqVCzQwS9BPIRKeV8eWpYGz+Cs4qrt0tsODM5JYDz4AO184gCuqiuU8SW1ctUo2wasieD2IYgME/o7qVAjtScdQ3bEohQzzRog0bVrOl5+vinDIvHShpLAq6H1aBrrKS1mf26J/iE857OKPzW5MTgBO8E21u6oH4kEaHGzDRldmni5NSzvb3bcZojJRbcYPFNkzLWBVqzhC5graXrBD9YWmnQZmrWVc9hOrF7deQY1d6Zk3bTtlTpJDCuVlxfr1h3QmiZVfe/PzlFi30vuuiid03/9zfnRRdd9P+my+G86KJ3VJfDedFF76guh/Oii95RXQ7nRRe9o7oczosuekf1X0DRj2/Al+wmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pic_lena = preprocess('lena512color.png')\n",
    "plt.imshow(pic_lena / 255.)\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 旋转"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 243.5, 243.5, -0.5)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图片逆时针旋转 180 度\n",
    "rot_x = tf.image.rot90(pic_lena, 2)\n",
    "plt.imshow(rot_x / 255.)\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 翻转"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 243.5, 243.5, -0.5)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 随机水平翻转\n",
    "left_right_x = tf.image.random_flip_left_right(pic_lena)\n",
    "plt.imshow(left_right_x / 255.)\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 243.5, 243.5, -0.5)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 随机竖直翻转\n",
    "up_down_x = tf.image.random_flip_up_down(pic_lena)\n",
    "plt.imshow(up_down_x / 255.)\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 裁剪"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 223.5, 223.5, -0.5)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOcAAADnCAYAAADl9EEgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy8y5JtyXGm97l7RKy1M/PUqVMsACwQIImmuimR3dKgZTLTRG0yDWQyjTSQTKN+Br2AZnoZDfUCmsjUF5ORxhYpsNkAiSsBVKEu55K591oR4e4aRBKjBmRWE3FQMTy5M89ascPdf///30Myk6/WV+ur9fdv6f/fD/DV+mp9tf7966vg/Gp9tf6erq+C86v11fp7ur4Kzq/WV+vv6foqOL9aX62/p6v8ph/+8H/5n3K/70g0pAWiG4KjNhCv+HhimDJ//I7zEa4HfPr5wWfXwu3xyi2NFieX+3u2eYWHne0c+FYhBCq4T5onEkEvBdkL+bYjDWqtFHXQgpggYjSFtu0IhZxviNLYGERt1D6YZhBJVKP4REKZ1UCNooqMA9eGzInJJNoGx4nt75N5g1AsJimQWsnsiFZyPhF2DwmqF4gDyYEWIT2YoogVMhzJQKYwQ1FLpOyEd1IScARFZSI0pgM6wSFkUtlIBqGGSUN0EBnkABdFVcmYiDtZGymTGsLwQeYdux30DKAyraAkOoKzVmpP5G4nzhNjINYInyDOpGDhEIFL8jQANm7jhrAj55UR6+kD4z2b7L/1kvfKoN1t1Psd1KglkE3BE8mBRyL1jpxPSAbVkikFyYLmJEIhk2iJDAgGCEgA1RAXcnZSLozxGmnfQDjIVuF2JUXAhOggTXj1D9/n7pvvUR/uETPUGmIJGYzjidc/+jk/+Bfv+MV3PyGooJOyVzSDu9KwIqQEN4xLOtRCHAdRdkQa+FsyoZhhUugiiCb3nLgXQgJxJVtB50Al2ELW2W4bZZ7ItnE7Hvns44N/84PX/M9/+b/Lvy/+fmPlbJaIFLwqU3cihciNOZQYiY8N3g6QO7w20CDMqNYhYNsE2wqmDpeCiTK3grQLaTDNKK0RGgwxMODxHVlBHDBdj2hKlaTUHZ2D4co4nggq6kEk6HASWb+ncOlzBZIVTAsWE5kTyoamk2pkaaQUZHaiX8mA8IPMWM/SClKMohPJhkZg1ZB5QyUQVfw2mdPWPuWGTkWnoDLhsiEm6LwiISgBLohMJJI4TyQcs0aRio1JyAQRtBVMHKkViwuyVwqJ4agoNEM0kSjMmdj9+3DZGTMIvWA4EgozAKeRpDgcrwk6PYSIE4CQQmGiWpjWmL2gl3tKv7KVnbw90kvBNkFNoZ+8CWOejqcRYsThiBQyggxDaqClIiWw8YRIAb2Q7Q4pglXBJNAdSlFKn2hOSnuJSiJFYQqS6xmJd2i9R+VAhmO9Izjg5HMiyCncfnFlPnXiOMk0MvvzSS/Y9sDD136br/2jB/YPNqYJsz6QtiG1MsagWyHcUJLwgfZOVaHkoMqJSiG3BzKdiJOmk80H4Y2wQnbAKsWgqoM1hm1kVEqe1Kr0x5PPPu382V9f+b6/+LXx9xuDM1vgdsEwNATNQOdbNIKYV6YXMoQsghDkEDYP3Ha8FXJMMsCqUEXJHlRJ1E9EofVJng5hiID2CduGzgkC6c4kkT4YFPR2I6ti8UjZCmqKFkWkkq0yTUiDLDuHbczacB8QSVqjcJLjJDPQFGR0ynT87gXUBimYbaQkoQ/o6cgIRjRcjRQj+0kIYAZzkrWgVhB3WnZAmAmuOzpPgoJrQS2xcEwVyQKhuAlZjBlCSidLBVVSFIYTCnI9yaYr0Eiy7mQM0guEPe8ByPWJmlcSRSRW0vGTlEAE5jkwUyiGTKW0gpCICjLmqvopFDHi4Q67vsW3hmWnWWG728hpiAfUgvnkuHWeRiHHwK2Cd5yCB8hMQpSy3SG7oGaodPDAMiAhakEzSetEqWQRmFcEQ1EkBhKGFkH3CwLIuBE6GaGk3qGygShZjEQYn72lf/5EnB36gGxkrJ+pVer9He9/+wM++uMPaSZoDPw8yacDA+Q86WOiLqgWuiRSDJGk94mKUeYNkR2VDR3gVFwTUimbotFRd1w3VJy6J9selEvlzc350c/e8K///A1//da5ffr5lwtOsXuEE89O5A0fibPhw5FsGBMk8OhkJMhgZMDtESWQ6agGroKokXQyhTgO0iGsEAJRCtN2TAU9JrA2g+lUEhOjzgFF0JELPnjBgYzE3ZE+URTLQuknVoIyBWkFtViJgoZaQa1CWRVjurO5k34jayXSF3yJk9AAlCxlwR1lHZzoiHd83zFJSnQ8YZSJWiwYJSBS0VyBnGUFtyokivcgZyIxIE88hUhDZlJjPgfOhWwXhImkI6LIPBfMr6A5niH4hpUgeyBWkHNiKog1KkmKUkh0DuzmtAYllMCQCKRta/80QQd2HpS6Yd2hO6KJeqem05oiaUQq6UHvwY07UqBPRSLITFwKkHgkKfeI7ZgZhELZSFsVF1noTMVRfYDaQRLEENtJEtxgdqTuIAppqA9EJh4BmSgJ3kkXbj+7Mt49kfMKOUkCwiGT0hp3r3a+/nsvePk7d3jvRDg3aasOi1BKQUwRV0wMTaeIUfaCbELB0CrEpmQzrEJ64kUINbYq1EwudHZdiEdVePz84Cc/fc2ffP+JH7x54owTMftywQk3GImKQBQkOxngDlM2UoJ0Qd2wYuSLjygffh3uHgizVfVC0OvEcRRDEnTfKOarUvkkYiIKnhVvjWgFcVAxvNyvzC+Jt0q2hjLJ+UjVIAMkY1UhhAgniz1vLGgEzEQxpgihG8jzhuiqJJEOo2LjxFi9IjMIlFDQMXAPqp8kCilEKHacRAojC5KVkhsSYCmU8BVQkcRM/BikNiZGpuCvXqLtgrARaVA3hCSi07WSaYQPIidIRcoGZYMoqICkImVj9kS2ncxKsgJDSjJCSFVSGlYLmBFS8P0FcyaRQZNC6E6645GYz7VX6Qx7ICrkXqEWpMNUZTg0ndgYzBDGPJHjDXF0TJyMVRXFHUTWs+NICbwkWQKPiqSgBqEFxEirMG8QFdELGizoDoRuZN4R4yBzJXppFZGVeEgH3VFVojWON53bx0/M4yD6AM/n/QGKUved+2/c8Y3/4EK9N4RJyeBEyTmJMWFMJkIRmBgeoO6MszMjyAykd9yF1A2rq0fd09cZKwrtDvYNEeV4uvHDn7/jT3984wfvDuLhAbGC8iWDU1VAGjESfBDS8IxFlowbEhsqglgnI5DzYF6vxOjUmLjVVXUUpCeZk/H195E+yTPIcWOYoArcHon5hOJYOF4SL0qkEwImAr0TMjl1I1vB+6DowFSYZxIxUUmSZGjiEhDKlGRkkKFEdGIG7o6FEJlkglRwSaZ0UgfCAJ+YCxIQz72byvkMY3aQJFWQEqvKjo7nIn3Cnz9fn7O+CdMnc64+SR7foeKgAwknT0cyAcUDPBOdfX1FGXgxYvpKiCFIQo7J3BpyeyIzSBEklXBBZSD9IHrHrzeSgowb4jcoBfpJjKD4jTJOqi2yJxkYCvNG6k5Rw3oQ4kBitgiTaI1JZ54d98Qj1u/r835JIbQgCIIuxOEgWRE/iHB8QgbARJiwCz47cRy4ONw6KaudciYaClrQ9FURh2MIkkLGSvZyTmI4158/cX5xJfoTMW5k9PWfPSOF7f0Hfus77/P139lpMzELYh5gxmTgAimD6c44nbAkUsDv6duGz8Sp5NZABcqOqK6K2zayVqw0ROHpTL73N2/41997yyevb2CVfLqu/rX8evvsbwzOyJ0sQaTiUkhPYMNDVtBYkClQX66+c96oObBIhjsFB+/ImLgGNEU/fcuQJDSRgCqyyItmlLbgHkBVQ+dEzrdMF2IuMsQyaTGxdASj9+dsWJRiDSmVOCfSIX0Q6ZQ0qiXigcHKvjPxjAULVZEchDbUZWV9LRQtxNZWn1R09VNzwXGJK46SbkgkdU4yBpoTzSBjwnTi9hZVReag9oPmN2QutBGRMDqSE5FBiKCZFBfUCp6FgZI94ekAS1RgSMGngyQlBsIkRJBcTKeK4hhiCiVXi5EnIQo+yH5FagIrSBLD50AAowCDnE51kHmSW6WMSZL0mETWRdiUil/uOcPwEXgkzAKpq/cNQ6Sv1uUcqAbIYCHRlURJxT2ILIQr+ne9p4PUAbYRMlCEBNJs/a4LITswUEBiJcpoG0lyPsHtFzfmMcnnxBqwKq0aZdu5//COj/7oPfTVxm0KVitzTFBFJcEMNcNEaLMj4qQ6d/2R4r5aktuJhpOzMzGmXaim1BBkdo53nR98/wv+9DPhc73QrVLuKnpp5DxJ718uOMUTTUELqA/SJz4PMjfU6srsEiAnJR2RgH4j+7lkjWtnHM7U9bcSKHNgYohUEMXFCC/onAxpqzcZA3VfPZ5dgEA1SSmMUhDtKA2ho0XJ7kxRIiaL5J1ITLBYB1I6mkJqgWcWN+s9IrIIrVyscOnHIjxmkDEYE3RMIpyanTIhFSxuqBREN2yrZNmgJGSFFDLKgtNj7RljLLhksdjMvOHPFSFFyCGLhBJhzskQZzy9I2dHr9fn3tfRkaQnewxUBVNDUNyMGIPIAjnxmYvkiUTTiO1hMdclkPoCxRZstgIYmENtJAIZpC6yY7RALxc0A3KFbZuBzQOZwT6DNh2mUhz0nLiv9zAVGInMus6IBq4XSHlGN3P1RwgphcwTlQNl9W0pk0kjR1+HNFe7qfMEa0tqCkeyLqKORJMlZdlGSOP28zccn74m/Anm6jlJXwHaKtvDe3zw+x/yje+8T/ZOngPCVxLwjiArYW4VFQNTijiThR60VqI28jghnllxPZE5QJWn88b3f/gp/+pv3vHJ22PxDefJ/Pwt1gd5XGnhXy44vazqQyjZx4KuMxfU1WPpdrJBBpGOzhupzxKDBlqNqfHcEyg2oed6MVHIAqoFz2DsLxasC4htZ6g9fymOqBBmZDgNIe2Oc3ZCVmBMa5j8Hdw+CGmIGo7gM2EuyBtzMKxRSiJ0cihsd3jZydyJrNAaWe4WdIyTKIZqkF6JAAsh2dAZCEHMgbYN2e/RdCLhnEFGEhIMKYw+kTnwYWQoaENNFlnSJ0MF6ZMyhax3z4dnozARlZX9UwgFSqU/v2+IobWSqcS2kxiaiRRI2QlRhm5wPAKJhOLzytCCzpM6OxIDH4KpQgQRgfmNKIN2GzCWYMFeMKCsM0qVjhVjr0ptRpouhlgSkSRcSQkGiswG4isZhBBSSG2sr7vDHGArKRJQoqNREd+QVhC5w7QiVsAKYhvVFC0Oi9nALBFNLEE0EG6MvnH7+Io/LQhMsggpD6Bh+4Xtg3u+8Y9f8ep37snpjBRyQEgl5iTSiJmca3uQGKQYRZPw1ataA0Sw2pZ8Y4PHX77hh3/5Kf/qu1/wydsbfg7m04lYRZviqVhtiPz6EPyNwVl8PH9oLHIBxcMgBMsdbQ22ja3sFE/QSmYjJKDcYUW4k4qVbb2oFEotEIu9Yk6CQAVydmSAVmeeioqTsthERmd6Ipn44Zy0RRZIkPIMVccNSUNIUhqpTrV7RAZdCh5KkYnFyZwLymWtcF5hTFRukIPwwGxB65CKR199UjgeTm73hA+GLIIl605er8zb8dxj75QymSjhio1JkSCKETGZbSfOAB/rHe/uaVFJNXokMgdlOi2DWR6Yl4fVdsoiWIYHWRvxbCA4piBnR/oB8+RsL1eZMce1ABP21Q/l6Ui153YjOLWRVKRc6NoW7V8MqcY+HJ+TOQRRRRNUJ4LgZQfZOLtwzoa7r1ZhHAQ7MX2hj3T0HOBXEkeut5WQ3JaU5RvKHSqKpADLnKIKWQbCW3IGEQ5xYOd4RkMQRYjtAVWlEOAVQlEm0Jb5IJN3v4Dz00f8ekK//gpOZwjoxna554NvveLb//g9BrDNVeWFQCLQ84kcE2WjHJPsQYlcyrEatd/IbJRasGeN/Pb2HT/65A3/x1+945PTyW2nlorFIiitFNSXLNNa/fXx9xsrpyhmDudAmbgYYkbhNXAPfTk1up9YA9ugyKCZcc1APPCtcIzJtlfMO5kN2zZCQPaNECGAu7NzSlJmI7UTDhZOWEPvNlq/EgVKOBeu+FhifN46IQUphcjFyppM+lkXWZSFWe7genCKoGogQbEAP8l0iu1kgJqBdDIKYoOSDl3oMoGd9vKO6U9YDFQn6QU9IdqGGuhxoii53dH1BgdkXUEHBZHA5o0x/k+q/TNE4DyCii+GV1mwNOGMjcZb2jSC++UaykC7kHEldkOi0mySWdG5Mewttb/D9XOU38ae9cbRBneURSbNR9wvXO2eEg5pmN6Qa8UryAS3IEuh2D1z+uIQ8t+R+cfMGGzhdCa7H4R2dCu4N9ySmJ9h8kBwogZeDcmN7IFaggU5HI8Lqjc8FdUCvpH1igwh5H9F858zimCxdOWYSm4VmaD3B9YnM/43RP87pgoigvhiny0chjIkmX3w+V+9w9onSPklyreQrZD6bSJ3dHuf7dVLvvWf/g7jyfj+n1xhvibsb2n8lFaUMwo63uFqyANELPa+zMJojVaTIYM7Otdj52+f7vmLH++8tm8ybid7+xSxNwTvEH1A/T1kK+zVYNy+XHAat2dBPAi9Q8IROiENk5Mogl07IxtzvGF0Ybgw58A96dvGgxnVHD0mdqeLgvZz9Xm6sL3O5NwajGNBwFowTyiKaSDnQGohZ5AEmkrVFZzdkogBeqHGBFbPc7cpEY4K2DygDTQFi9U4Rr9R5IG575R8S2Qjxm0J3yVx2bExSVHMEp+FcXSMwWg7xIJvWRqSTkohCMbsWB8Lk+QAX9pqzOdeZgTYf0lg+HDKbkQKsw+MjmZBTWjzipox9QK5yAzRRtbFSjI3Zh1IFmQ7UH9E5ULGQOz3gOtCJBLchXGlYKpk3lHyRGpFeiyeQArUVU1dYOZOZFADMp2ck5N/hMuk2GSYUTrkfqFGxW6J1ZMSS+pZOlhdclMfkAeyXRCdRDaQieaNzHP1gDGgJDEaxiDivwd1UhrhFdGJbEaeS3emC9ELpfwPZBSMRTqRTmHQ57PDyCdVOuNaON58SPvaf0TJBzLvIQxaIxhYGZT9Nfe/94b63e9xvuv4bTLEODOAQWilqpFnweRERLHLHcVPWsBd2bk9Tn7y00/5l997y8+Ok+zCthVkGtIeaOUl1ZxRnPruXPJexK+Nv/8PnbOg12PBut6X/1PrYvDmRGdHTCk+wZedrKQTdV9V4hjMfsPmhKrcphERHK70dHyuzY5WYSbZHtC7grbGrIZmEAhRhdkD6k5oYfqCwKeDdrBi4I53J2VBFo8r4RMxQ9odqhsWk3DoWYk0vADnF/Snjt8eF8Giz3rpMTlESXWyO6Gy7IleqTmQFGI4MW7Y6HCcIMkII4tSw5BaoCUmE9MgFXy/w/SK7g3UKf2K+g2RyYHhY+KRuBZOXwQGxbBMmH2ZHBBCAvOxdF6vpG7kOBGMMt5Rp5PP/XoPwdKpmbRxEgGbB7UEVc9F7M1JSQEKO4ndbjCuK0hwaqsYiRShzUEXJcNRFWbsyxVWhJjKmIb7JDIIlnurT2eeA/Gx0AG5mP4MROvy16YxY4chZLSVxDGk7MjIZweVI2FQxvobdMRARxBh5JClH1pgYWQ2NOHpR2/on70l+glxggDuZBbQRmv3fP13Nz76o/dRTsQXR0E6mkr4guldQEQprXGRSS2FYsrbt6/57t98wb/860d+dl26OaUQReFhX8YJlCxgI5hF8Jyc+iV1TvFBkoTpkhsEVBW1iojh2phzOTqilGcqU4jjBucgJZgTTgQXweRAqqImyLNmZ7KcK7kaR1IKOg7GdGbmIpimL2dGvy6au4DLEoI9g+iKFkP2JXekTw4Vek7mHOS8Muc69B0IC1wVHU+EVvT+JVoqU40QYcyBmGPyrIHCkmKmLZuiK4E/V9XCUFtVeg4uMtEIpvqzrroxvSA9qFaRPpbed30EmYxZGDennBPrk1E2zlASoWricyx3UwcmdG+EghFIKBoD08l0EJEVECmALr3y2QqnCV4bvQpswi0g/O/kiYZkkOivjASxXXBT5ozV96JYsWVAQdGAnAlnIDaReZATii3XWKRBn6QvI4A4RK2ECFke0NRFCoWsJHpOrBgSJ2JtBUUsC2IcB1rq8kerL7cP74MrognDcVEk5/JEz4M8J2K5/m1MzsfB7W/fMG+rhyQGIQWevcF6f8f+3sa3//iOFx/tHD2ZAsesnN6BdZbNg+sEn8qQJSl98ebgez89+JMf3/jZU5D7Bbdc1vAxKAJ1K1AT2RpcCuwXsjTKlzUhZFQy9NmGZ6goGomoozhqgpGEFOoMop94D5okXsry0pZF9y/y6P3FOJ9BQalpRCiei0hrAjJOuiWVQEmqL6FZE1IKFCWn4PWOMEMvhWG2sjIK42Q6bGEUEZzKOY3QgktdmtVwbJwgBTs7NQ4Ex3w5eqoIZnXJ5xnMVvDRl/ieCQU0HHUIoKhgESCV1MIMw6xQUhCtKGu6wfJcEzSq9POJuE2SA1ToRVENNE+Kr2mO6I4khASOEmUxsZrrQE9RJJxxTlQfKGX5fYc0JstggTiSY5n7pWK6I6lUlSWsi+BzgNoyiwR4TiRzJecJfq7qqudBKY3NkqaFTZWSvnp0USKCCAH3NZAQgWd7ZvQnMSs5lvkkEwhf7O5zoOrtthBKHOtBcv5K/oiZpDkSdbnM4hHLk5i+ekFZQZs+EepK9OlriscUDeHp44Pz9ZWcJ/i5NF/JZSapim0vePHhK779R++zPSwOw1XwOelpZCSj3xAKkotcPB4P/vbnX/D//Og1nx/PiamfWEKp+6ris2PHI3k84dcr8XTD42TMufy/Xyo4zwNxQ0sDaWR0JJOMgq95L7Js6HC8AmqkFQZGzUJWW1KMXsgxFvPlHbaCNSW0kJrse1tTJb5YTptrYgFbX3bkZKYRJDu+JiPGldIHOYwmvszRmdizg8S7Yxglg5oTRkdFUDG0NmzboW7kdkf06wqG2QnucQ8knDoOUmWZ/iVIHK26JB+1JWuSxHSmGpmDZCBVYd/JarTxSNOkPot1PUBMqXWnmz27nnSZClhe0VMTYpCpz95SX33XNErv69CHUGAdRBSPEw/BbDHWEoDtZNlJ3UktlGJoUXSu6SGJQH3pgyqJZzK1IGOgZXl5myQNx3OZ/D3gRAkddHFCnZiO9IEU8Oho5PMoHOCdeH5HeWZ116CEYZHP+qOTM3EFfBnJT9+fNUtbVrgI8lyjXyJCRJAOZEf7jRyT8KW5BkJ4LtunV8QHkkt3v/70ifHuIMeyVxKTDFsjbttOe7Hx6jsf8upbd8h0YiyVYfTJGU5MJSLxLBzXkx/+6Jf82Y+e+OQp8ed8UkQoZSHNba9YLciLF9i+MWUhGGJJQqP8+sr5Gwmh4ILIFSuPaN+JIngIIomprd2PgFLhbKB9jZUJnOrI8OWj5YpmYaK0UkmfDF3OGvNcmmbN9cXm0kkJRbay2LlI1IySrAZaoAiEKa1OIgWNwAE1pQBafAW0CuorUJHlxc0MpF6Q4Uh2olxgGKdOLK9ouydLLJSQikXi2wbnfHYXDUQ39Iw1h9h2tB+AIyOJBvJ4rGcQJanLfKAVl4a/+pApzt0f/gP6X/8Y+8536B9/zO2L10hOxpu3lDjoGkgf7M24TaPOK7OtfZcUQpLpTm0XSlyZweqxJVdfmnPp/6rre5sDCZjtDstAth05HzFrjBRMCpbO2SoBqG0E0Icv44AVeHYSxVRMEi8rYfS7nS18kV9xIFaROQjW2F0mxHTMJoxCii89+rn3XJ3+8i2LKM1YB5hARUg/EYHMNTOr6UQYgZDy7OwJAevoVDIqksdCXWWHOQjZuX18Zf/Ga8r9htkNtgdS5qKppWD7e7z4+sE3//BDPvvpFXoQKpgJendP3gbaFCmDH/3kiX/zwxs/P5JAf+XgogrhQmWgqWvoYwyIQnnudUUUtlze3y8TnIwD2Y10g7qsbZmC7Xfo+Q6xDYm3BC9QlWVTa0bVidaCuzJoEAPXk1IvwCSlUksSqoxzYHMROaVWxlw+3qyNIix/rRWq33BtVBV6KMUUG0K6Qg4KuYaiM8lSUFl9YJEkZEdkQMRy1shkXh8RKxQpS1WPKy1WRs/ekX0nBqvH3AzxRoxBaY5nxXyS1rBxRQv0yyv08WOiXZh9wP0H3NzZ/sG36U9fEPWeyIFfXlJ24+Xvv2D84g0v/ulHzCfl/j/8Her2DcYscLnw9ONP6V3pf/mn+LVDvzJVyJ54wmaGW6UQaB9MVZSBhy3ju25UlMgBokTZAZjzpIxlFWRONNoymVQjPYictFRGnPS8JzMoBtMTzaAOX5W7LDHfFUxyyTYxITewC+KTSUXnXNp/NKyChyJiZCzyKqWgulxYOXSNCtod+szoi/mqrqLkDFQ6qferSkpF+oGXgqkRxGLOUaIIMheHEKpoqzBP/FCuPx3s7zlqE+oTIs8znQlSL7SHl3z4h52PfvSWj7/3Fi535OiQ0OpYAxHH5P/6d6/5bExmVJoVQoOYN1Qam9qzSSaXprmtuVvJJBH605U4ZT3XlwpOacsPK46PK2ijmBOTNc8oHRFDGItULEY5b4RPrAddnEtP8m6DLng6W1FOgjmWER4PwgaqRjjsmzAPpdmgeYHi4EbqCtZI4y4PpgvCYm2l7etWAlXSVw+3RsTA1VDGgoPbjm4b2SeldfLmyH3B/CQimHpH9hvZ2rotIAJpibsg88pmCSMpdMJ2pgv+3rfxVy+YFMq3vkHMQtEnru9O5jd+Hz/eodu3aO837l5euf1C0VcH/YugvGjYw4foZTCe3nH0C7IP5qdv2L/+ipdVkX/yX1HmI+QLToTznLz9i5/z9LOfE599jI7J3cURB6tK9huTRqUzi+H1jjJuzwbxSc2OSiOykNnJ0iA6JZXK5JaKjMH0CxfrPPpKdiWcOIOhkGIcs3AvJzmCWWCbB3Ip5HOjpLLgYhQFXdM25dahsQ6lCqlzwVWrzBS2mrjdo/0dKhMXIeeGxo1ogfKMAMZnRDZ0fo6X9fmZG0hZBhMt6HElq6F2kMiGDrkAACAASURBVL1BXJEErHD9xVvi2nn/P/4t9o8+gH251KTuhFXsva/xqjT+yX+rvPoXP+EH//dbymaIBmVrfP9HX/Dn333NTycUlKJB+NoLqZc1p7wv7iJGZ5qRj8caOHDocdB9UKUQx6/31v7G4Ey5QbxH6A2pF6JXohxr9Et38CdSEo+JchJjIuIUqUQ8EZ5kS/p03tuEw5RDjcpgxERbxf2eGk9r4+JER0FrhWrM2yIb6rZIF4mT3XINKwsM3VE6qpU6HPwJzzvSlxdUcFpnWcdKIdsG/Yp64BTKvrzAzmBuG+6LrVQVZB64PqDXd1gdyEym1OcZQ5jtffr77zHUUYQmN6rd4dcveP02KS82to9/SNzds33tgXZ8xvHBR1j9yYLBtVBKX84lf0JfvGB+8gl9vKKZkrXA7Rfc5He5u9vJX37C9vXf42F7ywf/2Yf0/jU++2Xw+Bf/lnd//QO2umFZyO3CviVxTGZWbDxh58lsBaMw9g+gd1o5OLqwFSFOQ+qk54Ztxo2GKog/wViWcw+eA6owQpYGPgPdLpzNub9vZFaMEw1FqIQk2E6MRNq5bJ9eEJyIgkujlo6OQUXI80bqQdAQQLMRdCaCHLqskkzCbclaUrF+4rKtcbBlt0fmSagSKfQhmJ1YrUg/F4k2g+vnT2w/gvbQUNsXj1EgieU0u7zg7sPga/+J8ubjv6J/PvE8+dnnnT///pUvPLGu2EXwWNW/1IqOie33iB9gV9IaOk5UlDHnujXCjWZJuVR0/vr4+806pwmaT9SsZEzUDixysZp6AheyvqBKrptlTCgmzHkyz1jwBYgMep/M2yR8riHjLsQNzJ/IMEZUjvKAz7bGcd6uaYhqSe536+Yd3da0uxQmoEWQckf4MlWHvACe9T0BYg1I612Bfafc3gGr/2H2ZbxPQDf8gC0fcQ/ok7B7sgpZLyQvGfV9rvJb3PaXvK4f8fbhJfW9RuaG60avLwmEmY3L+21JH/cb28U53w2O3JFPXjMeOz4/ID7+GUPeI/72p/S7DxlPG2W/Y3+oSDwRp2MfvkI+/Qm34w65B7+94xb3RKtsNfnWd17wrf/mP+flf/3POJox5hVy0F+/Jc7jmewQulQkGyMVixupkxH361aGEKQaPe5Q+kIMKcwIet2x58FpsbaY6X6jzo5b4Sw78zjZM5HbwMye2fxA40bDYTyh8Yica/RPyHU7RK2oLqtdiC4k5hsZd8RIIhrDnMg1Xxl+PFtjBVf/VZ+aCqaK5UCOyRrLKWu6JRtmO5oNnUHq3WKXdfWEb376yO3NO/K8IXGQsfzHiYI0yt0LPvjogW/+028iRfnlxzf+7M/e8PnZeeoFuTO07NSabM1oAvu+rzuhTEm7YLHQycjCrU/OZ71+e/Eedo51/r5McFoYIg+E+LpmQ9eLSynkaCsQli8eyoUQ5aDhASZrYNljGROK5mI8j4NjTsISi4F5EDMWOdQHronc70RR5jk5spD9io3OmcYx1g0IDZB5IH5iMRnRF+U+HB2siQdV1J3eJ/n4tAiZnutSqFrhNsmyTP3mk/MMQi5MFaK8x2zfwL/+B9y++bv0D19xa4VPujDuK5cLxO0RNMBO0gfzyfH5lqbw8NsfUvPAZ0OPR+Kp029B3n+N/vMvsHvn/OKEOyN//gusv0ZN4PEt+rVvc3n6Jf1q3H30Ae3xE2L7bVSv1POJPi9wuUeY7Hny23/0u3zrf/wviN//A47b4OzKLQS3towjQBdbNx/0gJ5EPyliSCYzhaoDfZ4nxa9wnvg5iALpgc4bEbFkmlJRKVRPWp1rWFqEmMezHzoJ20irmIJWlj/3XHf9qAR5OjMrHsHMSvYTfyFoHoiuSSfpExmx+uNUXJQ4c/W10gl/vhxsdNQLshXCn40N/YbJSfEblqCZC2VJohEowbzC4/c+Zr65Qb8hUX91YwKSS/568cDX/uBDyoPwb7/3xE+uwoi2ZJ3TYZwISqmVuhesOBqTIUr4bfE1WpgCZsIm0Fqg4pxU5PLy18bfb/bWFkfLuQRjSdas1cBlYOJrrITrurjquaLq7Jjo6vcE+lDKZmi54NEh12VdIHQ1ap4rIPNc0/3ZyRt4a+hMSg4yDRdZkyywBnUj8LZIDvGJaKNPx9tG6SekMCJRc9QrWpJMh6rQl5wRZbGhIReYifzDb5NfQPmgwcsL/nhw6yePb55ox4283rhrSvorjsfETLF4x+xLfnCv6Dbhw0K8fQNlJ26Jaaf+v5y9y69laXrm9Xu/21pr73OLyIjIyMzKurjKLl9w201hbKCRoCjR6gbJPQAZCYHECPWAf4C/ggFDmhkCBogBAmbAoFuo3W5D+yKXb1XlqsrKS1zOOfuyLt/tZfDu9IgqSzlIxSAVoYh99lrf+73P8/ye23QJPY/s9tCuXuJef4ZOL8zUPi+03TWOTDusyJMb4nmmPnnC9CyQz2fa1VOSW5D1kazXhOkCK1sfub59xvQPbvnk99/j9T/9A/bnR5Zcya2RtOHaAd8hx0hgozKwdSWIA604gSaBptWYRiO45gz90juVwIYQ60rJwTanLlCqMG0VQrxo3iaWBlU6HfXOvui1onFEPoec9YKUAL7hh4D2CZcvxp2a0aC0UvEp4VpH+2YnrQuIFFQc6jxSFvB7lAa9EIKizYB08ZIj7qq4FFCwIMUwoGtBWFk+EdaXnxCuX+DiK0i3Fr1BbEge9wxPN4bo+JNjZtaBkY5XR5wSqpVWCt1DlU7oULTakqyZRr2dF3wIKA63T7Q1o9Wevv4znsCfTULoghTQ4PEtGEtGPF4FR7C0vQQbI7xtL91o2qXuIk0VrZ2SO1teKNWBCHW6IV8yk83mEroKcVI63oK2rdOdLSMkQ0fNA9qVDizJfiDVGfiqasFpY2wbkgZiMO2ziSNINi1LhVAr4jotCGXb6N1oC/5u4DYdiLcbrZ05ffaK89s3rA8nYs74nIne0Zonz8WsZCjFD5RV2ZbK5jp+2HH+tFLmM30Tgqz4mz3bSWldjIJ5PSEf35PEW2p+OSHTDr8u+N1EcBt1TvB0xB8/ZS0Qxoo7fkzOHgYhlAdYV2pX2I00bYQW+NK3vsxXfufb1F/4RbYe6blQq53aG1AQS89QUXVG61NYcqc0EzQEh2vZAvVUVLvd+0QpLhIxR1D11fYD3miGIp7UVqIYaykIhGpRMCcRSr64zYxKIM0oEH1dzBLaG8SI9wGtdlpazvJi42t6wZoILQw4XSGMF8OBIC5c7HjO7sfRmeaYjFrgFdRFywvTEYm0HHn47ontrcK8oHVDqhlOcGLAtfXID//iFVtVSxwJhBSBDq0zTJ7gIfhg2+uY8EOkO8+2GTZ1a40YHW7NRMxMkueGHM9f7OGUECBNSO2ob5Zgdw18BDeiWBC6d2dWqJqRraAitLXar6HbOtyZHU07tPlkupdzNmIWuyuUDUqIthovoLWzGAKIXsSC3LVZrvlseAxp1QT11iBESmtkhLWZH9V3qBIp3rCNRW2xwLIS0sD1r7/P8NXAw+OJH/xg5vjZA6c392xv36KPj5Z0rzNL9NThGt1N+ABVlVYafZ0JsdNSwHvH2j3dKc47A0uFQF0LLp8JN8HM8FtHQyMfzlAWXICYCjihVY+7uWL3bIAakN2An4+s64S7vsHrRp4DbdwjJZv43keCN9RHXQs3tyO/+O/9Elf/yi9z9hNLEVYaS4O6ZZbcMbSS2iirDefMreO6fSkbE70FasXsmb3jquA7l7iaQ5ogm5B1ImI/b3uJCkEsrKwYsEx7Q1LA5w3tyYBcWHi894iKQ7oxefp0bbwkZ66jJgY+6xrw9RGtDr90nAaLKXoISU3Kk2y520uQu0lA1SNB7PBwHlzCi7et/hDImzD/1T26LcZ+coJTcwHp48d8///6c/6nf/yaHj0tV4JWqBuSC8kJHtPja72ENbrB1ublMhU6ITk1gFrAvqPrhktK5QtiSpAKaskUuRDxVJIFV+v5snhJtlTI2XREEVrp1AaldoNt6UTPjaqVps1Gege+KbnafURCsK0elwcuANrxvUCtNCmUUnAOtriHUKkpIeuGLoWGp7pEDxPSMxKjSQn+yoKwWi+jmDlQVAJxr4xPB/70H7/mNJuZv2Zl2wp6WajUlsk6EUpHa8YfDqS2MYYOvZKSo5VGrc7E6r4RTvdIhXKeWQ4brW0sfU/JQi2N/OoNaxlwt3saEdnvyDUaGoVi6f71AQFKuYZrT2oz2kdcaoR8oB1W6nBFiPazKHWkCsRktr1cEl/+2+/wld/5TfyHL9hUaKWwbRsZxyIDJa/UulA65GYfTlXQ2iCbrqdpvISZnd39pNFKpseRvuYLZyfTXb9E6ZJNOETUCTF61EXEK611qprs0Gql64VbVDb7O5QI2qEecc627TBC6UZjbND7niAFlypNor1oe6MXRy/GzhXXwSuQjN4ho43/NLQVMx14MctgMFvS448y5+8/InrCqX3vefyI1//ie/yP/+1f8ugmpDVijDRROsbwjSniB0/3injBN3A+kkunYYkj0YYEDx3WOdNUaNETXbBAwxc6Ob1Dq+JCManjc8yDVkNDdDsI0IxdQQ2HGBz4QaBCah1cRlNARZhaxXlBfaADMTpKCOQMPUVELzyaWkGDwZuc4EhodKx43HaiE0jzkeY9LVxeEJhuVoo3PGYvUDNtadTqDRbdO13th333TmH9q+9zDnvwJpjH7UB0CZqgGOkuTBuuK6t6so8UF9HDivPCvNnBPyaoa6YV0GFPcMvF3dPpayE5pR8sFeF2V0yS8bs9Y3lE2xVps5NFaMjjW3LfIy4z+ZV8CPgn7+CXM2VOuNs7xnTGbwVlIMWO50wtjtJt3BbNtBy5e/acr/72b3D97d9gCRN586zLwnk+U+dCLmYpbDi2vFG6o9KQUWgoNXdWcbTmLssSM3GLVGLwbH7AhWT3Kx/wwRlOxClBMCxnsMC2OAE/QXNmTRQz9bfmqJtecC5YJK5bxlWcMxxIa3i5mOx9RDTQ/WBOMj/Z380pTi2up8XAXy5ZO4BRJG1xFdThBGIYcb0R0oBo5fijA/XNGfIR7j/i9R/9kP/+v/oD/t+PComCHwPSlBgCXjwheJo2+nnFi+Dp0Cr5vFIuvKrgHSk5giq5Kqqe2jquWL51GH/6I/iz7Xt1ICbbOKkboIALFRcSIhkD9i5om2ndyOkbkVZnAx5XR2mNVCJ+SFTtLONIHBwQcL3YaEXGTQ537ujY0OhoacBVM25XHMHDDssX9tyQOFB8Aucsne+NYOcUy1yqI1SbwJsKJEFnJahC9ORx4AffW9jOGy+ejvitIzXQw0gqM5sK2mBwBS17qq6k3og7+zORSBMT393+hjwfGV0gDRP9dGAFitvRiseVlXU7c/XyKfFC6PNT5HSYiS88Yzkit5n5TSO9d4drZ/qr1+iHT6m+EMuZdb5mmG6JPFCzoLv3iPmRspkElRJM9UytAzUkZIDk7N8w7Z7wjW/t+Oj2mk//1/+bdt5oZUOSZysN3wtRGmb1jzgValFcbRfnTaA3G/fECTV7amtU10kKPmf6kIhekF5RlyxaqAXfC+IcPiV6t/HU95XeoW0eCcHog3mmxwFZMxCQaGOg+dIrEpKR/dRZOsSbV5pgKBp/yeB0l0xjTUKUmRbuSP1EVSH0crECdvDBuL8uImlnDNwaaW8P4JVXf/gD/rt/9F1+94eFGAd67yCKBLNw+hhwutE02hWnd7NUEti00UUZxoHoO0MKrBl667heEO/w6hh3ieh/ukPoZy+EpCJ6hVMPzoGbEKLdE5qDvtEEwMjWHWO7VnXkXtCUjZZ2PbLlxRL/wdNyI28r9fqG3hVXFZkLbXAWRu4dPa90zZTucClAa2zNWcohePsCajNwmFqs7PPMZO+21qhOYDP4UlgbgmlcTisv3hHKCi1eMbaFdjMiqZFb4fGw0ZuSyMzZQtuTF64GQ2TmLeN0JZSFrXlSKAyaSdc7oNGjsr7pBNfYByFOA9cvR2RrtKuJ9SdHusJVLbQD1FhZ12um2wz3K218yv7Ld+h9ZT3tcO+9ZJdO1JIp/oZ45eG8Ut0tw04Y+kZehI0JlzZcmWlLYNE9miZLXdTIl7/5nA9/59+l3F2xzQsP28aWN9q6seVOQchd2Tx431ijZ3GOWrNJYSnQsQD84KBXqKWgGLGi10Bz6RJjU4J0XBgQRqgrvm34ejIrXhf6lqnnM+tmn2ubM7nYf606s/FJtjhgK9AH+94NkV4V11ZwAe8tekjdLI7nldAvuJJ2ojVnBnp/cSaFgPfghmDVHxSCCyTJHP/yNd/73/+Y/+a//i7/7Cc2GsvgqFqhNNTDLjkczSDgAkMKpKA4reRlpfTGkJIZHAqcjiuneaPWShgCHuH6euTm9oaf4d77G8ba3swlFDxaO+ILvQcQte2bNLrfXZipDtRTxz0I+Gq+SS8RdzoTkkNKpi9nJC8EEeTwhqDWFVKaI2mnKfRuXRpOIsEp2mwb2MMOFU8Uj3eeVoWmHVcbLgqeiNduyYwBbFMgZBctf+lHco/sfuObzFtj63u6VFxMpHlmOXbqeSOg1NbZFHyYjRrw9Ia5zbRh5GbsLIcTvSlPp9lidcGT447t07dk3THe3hAGJT8aF/Z8GOiuMR+U65c7zh8dWK5fUj45czwE3Jszp/4O4baRHh5YlxV/M3IzPeBfPVJjIu2EcN7IWzLjdntkbU/pcWIIKyEfWfItJGHadcY2U0ultQ2VTC+dd98d+dY//I+Qr3+IPH3CyUceii2Lzmshz2dyEbIGgnRS3eDCUOrnFVqgmn+HNe7xNGq55EE9ltpJg5UUiceliRCFkITQK35w6GSBfenCVhp5W1jn2e76zRk4u9qEo24AOqjg3EL0G7GekcH6TZg3pBc6SlfzYfvcadHkONtvOSDR/GibeY9tdOvM0CpRK+JWfF/5+C9O/M//2yd89x4rz3KN8nAioLZr2RydkZsrI1b4qmxbZj0VTkundmEflCgFKRttl+Bqj0wDISaM0dZJKbDmyqvPjj/1+fsbvLUV2KO94/oJ/GRj4hotUtQcsa+USzxGtcO84VQoKFFBpBJqIpJoUYhpomxHQs6mjfVMcSBDpPaCD4r6wdbjZNiqAYx9JKxv8cNIvqzomzacHyznmYRSMrVUJCY4bviU2FIwU3ap6BgJrnJXX/Fnf3VmHwvbMHJ4WHFxoNcZ0jWDbDBY3jFkTxgW8mf39OvnXK0HTj4RJ1vdn6cr6puVaecZ739CeHnLXDujHNm4otBZwp7h+AqGJ9zdbJzPKzdPOqcffY/xKx8gb1/jvvKc3fKWOt3g7nYMtbDliF7d4sOGPiyU61t21xsyv6aUF4SrJwx9pW/K6q8ZomNob9nOA2UK+Haivn7FeXiPPr3D7jYy7Dy30fF3/st/yFIyb378mh/+o/+B049eczMmdBpIXTjNlTBZ6kjamexHkitU72jVUhhDXam7a8YhgysQDMEJoN7b3a9mkDOdCZI1scl6tiKrNVOzkFu3tIwqLhZcd7jriq47fGio91ZQ1b0xYj2Wg3QjeCuJUjwuNvv/YSL0ArnYRjdUHJ62NdCBjiP6ii2tLte0IJyOmT/6/iN/8uOVHBKUgqud4WoiXxCdfheJfqVs4bIM7MSirC2CFEbv8NOA9w3dYOuFWjshedCO846r6yd0qXz65hVr/v8tGPubT86LhgFEGCaLGakjhGwICxHUFfATzQKLFq1KxhQlenpWil/NWhYTfXdFjMnsTU6pwRk2M4wWoo3DpfYg0QhmRE6JAbGLe5iQ4GltpXuhV6FJpc6NKEL0Ad8cbroCr4RqMaemnVgzUZVXf/XISmPrnu1QCE7omyIhEH3HpdFM16ulN+ZXj+jTG8LhIwqOXoPxbZ2jP64MaaOoo3nl3BzbClu4ZnlzIj41PEq+eYr4SD119nUllxuGsbPWFXn+BO2Cf35FKpbs6NPI9fVK/+gNOVwTrifCwycs5YqanjLuGuXNgc1NSGqk5VO2rGQmtJ6pDytLf0r86i/y/MMnfPCi8WxXufGVqCvPRvjwbuTXfuUZv/Kf/PvIbuSQleW0sPWC7AK12d1QMcKC9s5WMqoXcv3g6bmxrukC1sqg1aJ4zXyuaAXZ4RFCPxJasZNLbFegdaacHjnMlbUUHh8Xynom54FeMnTzcau3DWmXTm9clkIzIokmEXxE+uXN0DMqpgr0mMwVRcFLxUUIQcENuDghw431+RxOfP+7b/gnf75yGj2ilXTJ7pZirKbkAkkLPVtCZp0L21qYu1BdY0iO/bVtYGtzrD6S1ROS4HpjGEbCkJhuJmp11LlYMOCLPJwqBklGN3oz7guSDT4c7MvY9QqpGYptRmNd6U1hCOS1Up0S/A7nolUyvP2MVuxDlK44F8xStR2tj1Hsrfw50d1Fb+I10BFamVEVNpQQJ2KEFBJpcKhasZDsB0Q6ZTfQxdNoF4hVQiMcXxUzORSzGW54/BQIMpFE6EnMYypQ8Nw+2eNXSMOtne6D+T2z9/SeqSVYuVN3bHPjyjU4b+yfDeTPzsh6IqyZYfToeaH4CVdP9LuXDMtK/fRAkkw7eOTmhiGc8I8rW1Hiy1vc8S355NAnz0j9TGiZdQuk2wE/v2G7P5h39/yG5RBpT3+B26+9x7MX1+w9xEFpMlCKbRFLg7Ku1G79lV/+1Xd5+Vvf4LxtrMWxLptJKRuIExqeJsrWgoUGxJO9ozWBoePHZpjP3P6avoBcHFlU9HPLnhssvqUQfSO6TK+NuXROx8yn9wtvj43D5inLgbpZYZVzavGyZvKO28ziJ13wFyOMb2ecjMYOit4Wg8HDdqSreYyddnNbakPyZq4jqfS58slPZv7PPz7x+minLL5RcwOpxNGTQiM6CMNI65XmFfGBPk1UTAGK0ePUiBLbAqU3kHKReAQX4fbuylhYCEEST/dfdCHUm8kT3tbSIs54r67SuELaHtFGR9Fq5G6qx1UrxYljIgG4jMfbHK6OOF2SJ6KgSnOe7jxdOyU3qks0b7zcpmKxJufwavYobZXgnHWPdMwHSgddqQR67XgF/zjT8okpGmipV0Wc5zy3C3e2I3Xl2jWjt08JGQdcCQRxtGHPfoRlWalEumZ6hbYWCJH65g2DWBh3dJB3t8S2cdIA68xWBnaTdZuMqZPfPJh76tU94gXefIwOkaunkUokPUn0tyeWRQhPEz531vtOuHvOmDbK24VNR3oSpL5lfnPi/DCztcQW3kHe+wbPv/qC5zdCokM/2QttWa1+D6CcEa3U0tHtSCkO5ye++ve/zfXXv8TcGstqCJTmI7V1xAu9FjZvDCaqEkphXYvxe5pecqTGjpV2qaP4PIwPVhblBOfMTKB+h0aborat83jMvJkLh7dn5sPCcs7UXuh5o37+MvemmTJeA6NNXhfqXpdgBgi1ThlwaFc0WDjDiae5nbmIuNwX0w6H4/i48k/+4J4fvN3IktHzijtnQi94FwhZ8VRDapaVuBsIl66XbTHywz5Aco3WC6dV2bwBw0NvRB9Iu4nBD7RaafNCXlaeXE/8+i+9/8UeTkuZjxdCWgP3+ZLImUGZGWnGpxWv9N7YgqD7iPhkPBpxgNBdpzrBeaHUhsvbhfAupvlcXVlYujmcWDJE1eNyxWEjlVeoUzIBuCmEiDpnCIxLij66hpSCasbtdsQQKd6CwowRYSNrJG+F5DoaR6pEUrAioVY6a2v4/UgSqGulDTtku6c6KxmiLRTxpGGywhoxeSWtjwxPb7lW0CdPSOsDZxmJ3k4dvKNmJbx4Rj920s0T/DGzbR63VtphJt54xj5TF9BhYP/+Lb40couEW0c4f8zy6sDhdSf3W/T2y1x/6Us8e3fHbndFkI3W6gVPar0hXQM9ryBC3jx1eQStZqdsDVrig69c87f+47+LvxrYSuM8V6OUd6Ftl0R/U+jm6glOCeJpEaIq2kC3DO1Cdh9GRA281ZoYDkgCvTe8mqOrU+gOqlOOeO7fnvnofuaz08JcHKV0tg3L0/oB5/dGClSP6oJoMhOMdMQFXK/W5yMmw/ieIa+4tlgnq/QLGNv4y1Ez83HjX/z5G/6fHx9Ze8WXhvZsoOs4EFDCaBKZ993gdGWjqme7GAhSjEh0tJpYmqe1gm/Nfm9KhOgZY2K43dHVczzO3F2P/NI3n/ONrz3/Yg+npoS6DWkB6wCxXhHXBLxd7nswehutoTGS5NLRiODGdDGre3rpBuZyQuydHpw5jrTiR0HahmuZ4IRWMf2yZ2RwlN5tUnLg84YnE6QTeyfUzfy2zTg4dCW4Su9m35N4gW8F+9A+O0XquiLBkcNktq6rJ0h05GVGg2O6mpDSyb3T44THsa7VCG9lI5MYuhBGxfvImBqlecLVjv74SI8zQ270cceOlTZMDLuAqmO8GShvTsSbgKsgCGNsSEyEUMhvM1kdTmc4PJIf3kDY8L5w+tNPObxx5PaE8cOv8s7Pv88771+xv7oisiDLPWVd6GUzd1VoVn/XN1pxUFfSpBZV2x4MDraudO3UMvKlX3rO137721T16Hkm10pRIcfE2iPdRxbtVKeUjlHct466TmjzBfdx8aPWS1FR49JE580ry4BKRcSZ2cNHkvP048JxgTdzYTkvHNfGNp8NbJYBBJWZFndGmC/Btqk0aNFcZ2m6OOcVreAkWPcKCVcbYSu4zTA4KZqz60cfz/zTP3mgOAdNzSN74T1J64TgiTi8C0gPWDGq1frlXAljIoSO94G5btRSrRIQT7wd2b3/guGddxDniDGStZPiwIfv3fL1rz3j2ZMvONZqj2gzwLAi1q7cLWne/efdEZXesqEbGEz2qFatrudLi7QL9AY9ijF2GvTicHEE56E2I3gPO8RtpiEZPtpw+x0IyvI56iVNiASKi/bBB+tCrmL3AGdeeuqFOSTDNdELD/eL1QQ6o5EYpwAAIABJREFUk4KkN1sYlAfKkmG/Y9RC21aWmunLSoyebS14H1jOjpAiU7DO0iCedjpRGInRU6vVTeSj4nwnzAYO3vtAO2xMrtFx7F6O1PsTtR9BM3VR+psD66kTpkSsne2x0K+u8fXA8c8+5fjDe8p4w/C1r/P8K0958nzPELpdPZa35BKt5aqOdGdh57ZVoNN6ArfRuoNNGf1M5pa83Nuq4GTLuugnfu3v/jJf/+3f4lyUslbKUii10KWSc7bNaIeGLVaCdoJaUkicR51NSgJId/gUcN4cZEW5mOkdxEgvjeYccRyQMVEarA0+frPw2f3CslSW45lWM6jgw86qJMRA3ZRO9yPdY97dlkGCTVpyqZAMDu8K6kznJDiCA+2Vx7eP/N7v/4BXdWLdVkIMqPP4OBCHRNwFhqsE2llzprqC9E5rna0qKXluBkcaPLU2WoMudkceria8j/T72SaOGNHceCKBr3z5jq989SXvvBNI480XezilHG2EwOrcVDZLBbSCWxSJ1QBafjA7Uy82TnhB14Z6gzaVS1TLyYAGobmERAs9t17slHUNPRwoOqDRI90ycr2auUHVHji0QF5poZpW5u1EtV+NvFaWApftnosBR+HNw0ZBKVsmDJHuTTCP2shnj9tN3I6BuhVUQPxIGmHJK8t6JrvIXay4/d7us1NlPmZU1Gxbu4TP98w+sHsx0ZZGvE54cTSpTDtLfAzRUeeOPLmiPBaaZML+Gr0dmW4S9TijKeFTo88P3P/FI8dlgJe/wPNvfIl3njr8EPDlgVwaZZk5tYFaAsSJNC30JYOsSJygd7xrtBygrWx4lmKjFtMLS8UMVvrrhhvGlPj57/wb5NZYujJrJc+VvGSyiLGEezUK39pYXGCWaO3dzYIN0uWv00r4EdUEkgl08w4PI4JJDskZj3Y3OLZceFgbr4+Z02nlMBfWJVNmO91bV3oYcHpC6wo+4tuK68VO1hYQtSAG7hqXL81jwfjCOuwNTBc9j8eV3/v91/zhJ7CRefG3/xb7D54w7G+gKS45CwXkTmmd4LyZ5tUo7dl1puShdkoVlmZInDhZFaPXDLkRAwxDIoVIaJ2nL+947/k17zyJxDgS+uuf+vz9TJ1T4mBpk95xURBGtMwmfzpb5ngH3WVb5pROrs1GiyHQC7TBljmDN0eRj0I7Z/plKyvdI22j6oCPA/SCyx7vu1XD1Yr4AR92aD9RCIxi+McezN3h1CjwqUHeeXwcDUiVGs4NHA9vyZcWbecd3iUGLXQdaXMh3uwIXTmdM364VBtqZHOR+aTI1R0+Z/RuJCWB4ZrzeWN3O9GKJ96MyDrTpz1XurGsV1zfOeoGejMwbBs1CaxnTgchDAL3wngzUu8PtOnIQKcehbRT8uMj5zezkSO+/k3e/8o7xCTg7MUT4pG1JIQDevWMwVdk9LS8UreB6B4o84i4N6gOJtL7PTm+JA1K8AGpB5wMuHawYEIDcRX17/Duy0/p3jO3jq8eXxbyNBDWDKpISsSy0cYRBK56o/sIY7RGNieIrnSX0O1oiBj1EAWtzsLYpdG6jbc9TdR6hKisFU7pmlenzDWBsGbiELnOlSAeJFhcrzQDkjEgGKxcthWc8aSkH+iXagspQLAqDj9FNoVPf3Tkd7//yBZ36Fb49A/+iImIaiG6kYi143X1SOm40VGL0kqm0XESuNrZ1e3wekaiYzeM9NzBFZYlMz3bIX6iO8e1C1xfCy/fnXj68oYUNgNv+5/+CP7Mk7PmDnrAu4YnoFJwYQfjZM3t2VnBriZaiIivxG6eTOlqgvXaCKPQg2cF3H7ApQH9PBfqbPRAG7qbiJfUuDguBnshaMYtb4lV2blmFLsBW0rVRlalNCE7cIvg/EicdqQubPMjs04MTsiSMAsz1ObpQ8TFkYhyLh5xFd9XDkun1MbhbWVIhd1uZBxgXQPhdGB2T5gmRUtnkhP91aO1eL060GTgNh1psxLcRmwb5UrIb4/cuzumATicSbcJtpXw4gY/gbx7hcbA4c9+zNtP3vJ29aR/9bf44P3AMAWzKoo1jM0zSPIw3jH6lbYp9fQpLTso98z9jm1xzHO0TOL1M9LQ2Kdq/ZHbgXac0fmBdemsy5F8eEN5uMe3A1ISX/vOt/DvJDZtvBVl642tbPSa0fPGSmTsmeasvDe1jG/FSHNd6SRQNWeXJECRVcHv8Fptg+8blEdYjherKGQ6i3YOVXg8dZbNmgFz7tTa0b4ifg/O08kGEsNBLlQZgAZ+BNJfI0I9ts/w3siBx598zD/7i3s+K5DXFSUTL87iMQ2kEYLzZphwHrmyZIlrKwtw3iquVyjK49sTuVWUTl1mRAuxOdzkaacGFaI2bp+MvPzglpfvXnM3Cu5qj1w8zF/s5NSGkOgy0DXbYkicJT3U6OuubajboX2hjyPVK91VQ4iihFrRR5DrxiBCPlmaQ5vQg1m66tzQ/UiYH23NPTq7b/aGiuX1eojgISqM+4F2WljHO7oWxgY1qlmfpdP7zKw77q48D59G5HqgHD3JF7xPUCs1CrocSS7Qg2e3PpK3wtnfMLmFdnfHs2GmDTv6eaalxE4q6/iM6eFHnO9ecN0eyX5kt4PjZ4/ED14yng+crkf2stDjiBPH8dON8OwlT9dHthqZngzkh4X4co87LJTr5/DjBx4PlfWjhfhrv8AHX/sGt7sjLbxDzwtNFSHh6MSrPVIXnO8c33TGtLG1Eff4CfXmObGv+OfXRgnYNnw50dZHtvmR3EeUSLy+hb4YMBxDkzaX2GZliJ5v/ef/ITff+w6v/pf/g0//+e9RDpuVVtNxgxKcsFZhOG8c70auBbQXq1iQdikGttY3UdBo3SqdBe0NH3doPuJjwrkVUQgou5iovbDcvsur1/fcvHfN7uHMO9eeNgScGxEVfBK0CvXSKyO9I1ppzbbEeMVHR7vUUoRgBIX5tPDd7x/5wx+eEZcgmyynUiCOpBSRKNA6TpWaM51I3VZj0XpH9MKTm4ktZ9ba8QGGYImX6BJ9r+zZUR24VrnbX/P83YFnt55dtJoPtxVWL5yPX9AhJFhm0ZcVof410bqr4PD0akWitNnE3Vytd/MSfnalmBlAHK0lM0A36+QQb6n0jKAx0HMxxg2deFZkqwjdGrUvOzdZG705lq2yYe1Srts6nqoE54jd4UPkZvK0t7ZMcOeZsC3EIEioNArNCSEFNqfMRCQkfAiMu4nx+op0IaWVqoasccLuxuHO98iTien+FVvYE8dASXdcvRgJxyOnac9EYmkTsmXqw8p05fGvXjM/FmLJ1DkzDIX80RGZIt53jm8O3L/qXH/n3+Ldr33ITXpFPjukPVJJ1JwQKZay90JriXJ/Zth7it5R5kx/+fMM+QeICL6vtLWwtcS8QnVXcPUBU4IhKEErIe3w6uxqIgHKSlDLXT7Rmd/85jX/+n/x93n/O38P/+QampUUlSzmIy3GrI3VtNwWBsBZ4kTsG9R6s74SCUgruOaR6YoOVA0GfFMlpAHEkS6sndNffp/7tyuffvbIw3khr0Zs77VAzFiHR8BVQ+ZoszYCJwtOKt5VtGE5UO9R1ynAJz9+5Pf+7MzqBmopiFOrtYwBQkHqalFQta2zH6xJoHtha4HilXGIBK2cV4WQCEz42nEKeV7o2UqqYvBMU+TFk4F3rwN31xP10ktD7Ehu7K6+4FhrB2uguUArDgdoiAb46gUJJji7rjY7d3tohQvUSRyqQtSGk4K25WJ7M94QeQEvpIsO2YZIDSN6HSgXa554cFhhafCVEkxUlJRoteIk0bTiLqaE3Ddcz4yycuoeqlUgzjjzSrpAG3dIF3ptlK0xLjPNQ3Y7as1sWyYuC91H0joz3T3har/nlIUQBT115NkT9mWl9h2hbOSyszKcpbKFa4JbqS2hktFzpQwDTiqLE3qcWPpIus2shzPr65nFveBr3/4V3n3eCaOyrtfI1JnnPbG/JqZKO2605YF6no0QkHaUcyakRhqFkQNLfkZlZHlouBQZrnakEXwcCOVIi9fIbjJGwVboorTqDZQlA1zq1rcqUDJPk+e3/tN/jX/pH/ybMDhW7cxbM+JAq+QuIIYdcR3UddTvADU93Ae0O3TbLpnghuQjoMajbaYRSlGic6QAlE5DmFV5uJ95WDprbtTWqVvFytZtVNbB41q1bLGA74r0anjOEPAacC6CwuP9xu/+8Wv+6vHMtm22SBS1LlanTE3xg0HQqe1CibdIW1eLsU0d4uDJat1BITkcG+ICvUPcXaFeKKsyILz3tWvef3/kahfobUXqAlTyavUXV9e7L/pwWikNXZAwgTOOjNRi5vQ+oKLmzOgdFy7YBW8JldbUFkDBxP1S7WTVLRsSYxxwPqEYfCmUmS6Zniu+WT2gotYuRTOImDhCNeiX9wnvNtQHtm5vfPUD41eecHy9sKwr2SutFWotbK3TpRHKwudt33FK5BjZNOE1W15UPA2LoY1PRuI648qBcWvU4YbdVeImBoanO/YXY3OaxHCYIaAPb1nY43wnVw8pkNZM8wMpDHT1OA589MONtQj3H73hw994zjQ0aksgHXc90A+ZtM/Mx4F6/5bqPctZKGeLwYlYUIDDW7omytwZnz5jN5yZbifq0gjtAecnnA80El6LYUFixFHw21uEFVrFlTNlnWm9kteNeYb1dOJuEL75977Fu7/+q8xLZ94q29LJzlG6UoHmHG3L9GrTjDpvy7xuNyHCiF70QdyAzysqEacFKdaTIgrNO4LawqXRebt53rw98nB/JpdGbwVdVugb0BCJl+1sQ7tQuqPHHR1Pbw0NDhysa+ZP/vQNf/jxSibixkjwiei98bBqJyRD7bTNCPQFQbxQOvTSSGkkROils66ZLp2EJw2JhtC6o+SOVmXYj7z48Iavvf+cu5vR1IQOXh3rIqybcnUTCcNPB9f+bJ0Tq9TrrqM9o0XRkunOo/WMajEEiAPnAiqBqp66NfAOn0YTkGXCp0BInq4OfLJNbekEZ6OrU9PPrKymmjvJg3eBpo4inhZH2CobgnMG6q1qqEyajdw3X73j9s6ZTjdXtHrrZfGeWqDPBXE2YgU6bS3I+UxqqzlRWjUezO6KqJVaNlzbWPuEe/aEsWdKiri40Y6VLXa0nylzI04OFyaca+yHzpIDLjjWtdNcp55WSlkoy5HDURiSoz79OV7+278Oj2fU76xXxu/w+QC7RH/9GeEqUtyedjrgU6cPCdbX9HljOy6U6ZZxgrDzRH9imyO+nYg3N8z5BtcfaK3hImjbCGSkrTQVuh9wzuOd0rzJMZQVN+yR2OluIJ+Vu9Hxm//Zv8Pt+88sSF7Nnub7JS7Yq9VE4lFVpNhpghp/SB34z2Nk+jljyUEaYAqEXbB85ZqR3gg74xfnWnl1LJzWymFW2nmmtEDLjuaShaC94hzWX6odWgYxcoLTTNPKjz8+8rvfO3EC8JjDjIK/HohOGYZon0EXw1okj09CXxutWwWmo5KGPbl3llIJUWitUfKG8wYWUIEYPM/e2fPVD57x7p0yjB56I3fHXDoFx9W1oOOAxC9aARijeWqbXjy01ompHdRPqKsIejHHN7rzOCeEILSmF8CVkQZbtTtKx2xUoqAi1H6x4EWH9mAMInUEJ4RWLXQrJjJ773BBGCTSt0o7P5odLG/UXmgiPPvFd9EtUw+WFwy1MAXDZ7pdoiVP7dWatXon7az2vGCcVZXIMHrG3olXkX7sNJ/Yj1DXjo7JgsYuoTFz/OieGidCsrxjGDq+NrqLBM6ce0TonI8Vf+Uoc+W4CcSJq1/+VX7uV2A/evr+CT6/ovcJV1+TN0tG6M0L6qsjbtdguEbPR/rjmXVJSByJ11ekVuh+xPVK75EwRdYl4TQzXEXywxH1zjRA2ZkP2QkIaPe02ijFymK1q+GDuqI6GOzLD1Td8ey9gV/8O7/M3d1IwrOtmdwbNS+0UpG2XuwH1igumo3rK/YSb2LExtIcVQL0ZsHsJqYJmh0cptHsb2b4Yt4qnzws3D+85bBV8uGeWjZ6XlCvoJleL99F1y/fsWQdOYPneH/iD/7kNT86VeplInRycaps1tYWB29TD+BV6LlBFjJmQQ2jJzlHlUb2kRAiyTl2g0MkMK+Z3DpePC/fveXrX7rjg6eRYRwNv6JC2RaqNnb7SNx5ksto/um1839DKgXzMrlmb44ALlZjjqrHxT3NeaoPtGHCPPLNxGjnrX/GB4sZtWZUOumoKjViQm3PbFhtH9HOa083x4ULuAASHd55A0ipI0tD/EAfrqhxYulC0UR8OrL/IJAfTtTaWZPHXUWWYjhImqMu4LaKIJQwomtDxkAIlauQuYkXPu/Fkzo+u6KfK8dSSSkThz0uKfnjTznME8O7d7jHhSIDbgfbY0HudmyfPlKyZ+gztTRCL7z5pPB4KHD7lBfffJcXL2bK7PG7QAobeQuQ37C+8ZZ80QlXZ+Sda/STV2ipFLkh3O0ZnjzBS7YGMQmE7bWRBcWMGP5qpJ/vUW2U8V2SHmhVcDLTm9Ar6MUbqq1RWrKXp3rEF4NceQ/tAoYOA8Sn/Nx/8B2+8i//Aq8vdMW8KVsWkGQN1Vz0x47hTbpA3GNmvmjEPneh8nczZtCMSdWw9jpXiiWUnM26WTw/ebPyyaszn97P3M+Z85w5loEcn1CuPqDcfomGNdwhSh/AuZVteeSHf/Gaf/6TbLZQwaY96XgXiF5xwVuT+Gx9oFoVFwO1WYvb6JUQIjhPPa2Is1LlEB3bXCg0zvOKd8rVJPx/nL1J021bdp71jFmsYpdfdb5T31pZSkrJki0QEhIWYQcKmwYOCEMQATYdt2jgFj+BDm1+BXToGFAEuAUIrAgpJWcqM2/evMUpv/NVe+9VzGrQmDsFnUwi7h8498Q9e6411xjv+zwfPHvKs6cd695SYtUh5ljAeE5PO9qFxWgVPpdfQt/75auUaUC6BuMsigPmmsLAUOVFHmMapAF7d0tEj3hEU9EhudIHbKq9NS/VdVlMxg2Z2HVILvSNI+GQnEkUTPGY1qNtSw4jLmfEC3NMNF6qbt02aCikPGGiJXnP47/9CW4MXL8Rom/AtOyH2jy3xiApYKRUJKcTfAk4Ms40mJQIfkPMO3JpMJsGQiTGlvZkg+SMbXvM4R13Nx67OqMb70jzCj2tOsHd7FmtLPtX93SLxN1OabyljDM3wWOd4fTXv8OjT04RDaRwwD2+wN6/JMxL8IYwKLbbk+cLvL8l7HLthT44p10t8MZSxgOsDHFq8cMe0zvGvKSVDK7qDlQz0Wzw44G265jzAm8DmTXCwHwzoK7D+A5xhmZhEF1QUkJzQ1KDTRNSDGW6QRcXWODZ4wX8k3+fH//fn3F9V5fvW2NRCzMOl6FxNamjOdXd7FyJc85ESrPEZFCjFBMAQ/ALsswY7zFNRkaDHSa0r//Gag0v7w9ErS+Jya55+ru/z+Nvb3HnH9AsCiXuePcXr+heX+E/foy5ekH6yae8+umBP/nzPftQBcTOeKT1Nf2TKqTMqgWd8SgpgXrFOo9SaF2VGHsRSlFGDK1YuvYYSrBKSg6MsGkWfPTRMx4/UlYLVx08Y2QqQkyJ5dLhvcWZUCEBOSOl/XpvTpPr67PIkbiXBU0FlYQWpfj6NmWcQDytsTVg0DU4rzU0HAJdo2DAFa1ek2Mz3IjiEWIA5pmxCE4L0vV45xALTjJZYR5LBXWFwpQNGjMm16xnUNi4yJPvrJmv7jEijMWwaAqdzZRc0KIYJ5R2gW0aOhHCVNhlx+2bmdw3SNihpmXZgz2MLLvMwo34PGDSwHB9xy4v6U8NbRrRZc/SDpTXO4xzrGRCY8Ky4+3rGdcI85TZHQJ2teG9773Hew/ucXnGdlvk4VPcq8+I/jksFuAdLHtiWSLT5xx+9IqQNqwvhb7x+HwPKVC6BQyZpjGk7oRpr7S+qZjNI0SkHGFn2VaEpbVas7bDLfPsKIuHOG/xtuDFoLPWw+gdRql5yHGiUEgsoExkY1H1PHtq+M7fep/DEEil4ENgP800UmpuFUuW+glUSuUWm6Y7djELpIC1Fms8ahSZKzEvJMHkQkBJS18lxs4Rp5l7bXipHfrhR3zrn/8TPvmDb3PyjW+yWQTMeEO5uWf54Uf0f//vsv7WB/C7v8Pdd36X/+37Oz4fC8l2mLaGMlzfoiHTLVpaU5AUa6DGNzXIvllTGqpm0NaoYwoQQg3XWK2M3xATcSzYDJcnaz7+4IL33jvhwdkCL5mShSg1UL9YdnTLHucBb6rvZa591691ONOiqwHj0tQhkDjEOxQh2UX1WIRQr55ETBkhjkhW4hiYQyZqYcxCmeEQhaAGNUIonjIEJgyDTgymxZaZse8I+x1xGig3N8Rc6EqsKRoLbnE0M8dANEoZB0p2rL/3FNc4pv0N13cZp6V6SkrB2iWqkCIsJGFLZjpk1qsGGzvWFx2Hu0Tqlrg5oa6jX/aE1GLWPbZbo25B1yorPSDak4ui1yNjbFifG3qdyUy8+ukXfJFOaLeW+5vMXYDl+8/5xu9/zOrpljkv6E4ty/aeJrxl0gvii++jYY/4Jc4lyv7A/nqJefoJG/ua3J1CviKkjpKn2rLpe8qwpzUHGu/Q9BbVmWEvaLgG16LeU6aRLIbD2z2zXcPyjF4jm5VAW1WHqvVbLVEt0LQdhEh2njxH0EQKqUKsk0Gl44N/8Hs4Wx2oo1paHCUbsjok172mWlP5S4DREWOE0hxvV1IVH0kNpsn4IwQ8isN6xRR71HkoyTvysud3/vjf5o//6/+E5++d0C8j5c2X3Pz0U673K3TzmPUyszSZooaNnXj0m4Zx47jNQtRczd0CeTgKa1NEF7UyGFuhbVtSSBzu7km3Gdu0+FLhX+pqLLVrDK7taLYbhjmyL3V+8vDxCc8+esrDs55GlKgQciFHQ9sKi1WHaz15KRALJia0AZGv+eZ0c+Dnn9A2JgwJ1YxSVW+l1I9wLVCsJUrPqBaGkZgEawvF2OqxXDiMFqzz2GxQWwiNR8qMU/DzSFShG0esySRi1UCocFBPjhCyY5yE4CqvyM2RMbWILTz73mPK7jXxVcGL1rd+DpQ5g+7reN5ZhgSzOnzrmEtksY6MYaY/d8yHSFgJGiJRSv223MUKdW6E4V1m7Dr03RsOdwF3saZvA1lbDoeBLz+fycuWzfVrXv/0QJIFj7/3Pu/9yho3jfi+x188oOwPzNNAfPsasTti+5TkgNsvOHy+x7YLNs9PWHLL1Fzi7l6h7hxjM8WuyeGAGd8RZYUeBqRxTLOBseC8MpclJt6gw4H5MBGD4jdbFi4huqf0G/LuHdZ6ZLmuZIrj0CLnapNGMnkOf7NPJhXilMBCMR3bjx/y6JsPiTExTLmq6MNY+6OFOkVFsFL34yaWujrJsc4LSkZJSAqEmAgl1ARRCuSoTDmTUmHUyIThH/3z/4J/+M9+n9PTNWX3inef/ozXdxbz6JucXq5Yni1pzx/QbT2rs1PS+ilm/Yjv/ef/KfT++DAAk6VKkDuD63vy/aGSIkeIaYK+oe06sskwj7XQb5SQCtE7pHHoeOBwfY+aDm8MJ9sFzx6e8Oy8YdXbutEIUOKE9UrTO/yyUv0NBhEhSwvBHsHPX+NwFgM2H4UutbeFUYOVWD0qUvXkNmeKQgkTixKJOSPOVHTiXFH8Tcw1q6gROovNgV4S1sDCCNk4vDGkpq12p2xwCKUkvC1YlMZU3XhThKKe5DsMwvrcsn7/IeF2gtMz2taSnSNmJS06iBV2bKwhzIk1icYfSWpLS5chTIZ1E7G5r3WmMSO0tE1mfHHNve1xm5l3P73hnWw5vehwww7BEm7vCdJyeeaQ28hOlM2Tcz76w/c5e3SG9GvcZovvLHLzJdObiZg6oj2n7GvmM/zgNfsbR7Nx2MZjwh1jsLhwTVpfkobavDB6oKgnuA2tHRnNGvbXmOaMlHaUUJBpz/5dJuJpTzb0vcdJIodEiXV6HGgw+xsMAVpDmUckHYBISkpmQtWQD/fVtzIHKKma0mhZrTy/9k//AxIGsVIDJpKqlMm7agkwpfKMJFN6QIaKDNEBiIgTMAXRgjVKiqkSKtQwa2avyuw6nv/Kc/7o7z1nfdIxvvyMr/6vv2ZYf5vzJ1tWG0vbFbyApokcMoSB3sFyccF3f+9DsAXjDUmELJVDlEMiTjNZDI232AZUK25mGvYVLaKCKYZ4KBQafEk0Ut/MXeOwJM4fPuDDjx/x9PGWzUmHjbcUyUzFAg1Nb2h7g5RYUSkzZG0RAsYISb92n7PqFExJKD3SVIiv+ow6kDweM7Itkgtdbyo/yFLJ61KZsjkryWZcW2qcKxfE1NqWIASxNA66UujTVMHDRilGKc5RYsbGjJ8D1pv613ZKiCA4Fs8fQN4j2aKvroj7gLQ1OjbNc9UFWCENE76xJM0cRqVrhfl6RreeeDdxZxa0LtI4pV03hP0NV28L2SbCj3/Cj34aWD9e8nSTQAxZhPE+EtoWdm+4vZuxOXH68Dkf/tYHdFPENwW7XiEmkN6+I45Cmu/IX93VwcP7H0OK+GeX9JceM47o+IIwWlzvSOtHmHmHWVlknirif5yxeSBpj7eF4NdweEUxC+LujhQS/emSvnX4Eiuvt8SarBID04DRwiyetDsgcSDhyGGqFTOEHBzGtSS3Qo0D1xDHGY3zsa+74Bu//YiPfv+3iPcjMdRgiKqFIWOWGygNuHUlrCdBpUcKaC7VYRMLRVqysewPid2cCPPELg7MSSj9gt/9w9/mn/43/4xGRq6+/1e8/PMXrP7Ov8X5idB5gy2Khpk0jeSxip1CKKRhQoDNOvHh4zWxKGRFUqKRGmjXIpSseA9hiMSUEamG9b412M6SCswScJoxKnCYMUbYz4lusebxpuP5ew8531hcGQlmw1SaGlpYedq+x5iaJqr+ibk6XVCKjpivezgNBaNDrYtHcEohAAAgAElEQVSZjNEj7brYuiOytjKGjs32kBJFCw6DbwTvDHTgu5aUBFsM1jV4Qx3OZEFKxrqMCwNO8t88ceWoFLSqqLVkC8k7KCDekhZrjCbECu999xyT9qTBMCVlzLUzGbyrnTlnmOZC2yitNUTryHMgrFYsCBzuDOsHC877jG06Yk7sbgOT2bLoYP/WkC/O+eS9BRtnmUJguN0xjoWsI4e319xPDfdXEfvNb/Peb1zQrA2sVog3mLAn3g2kQwDjKe4Mlg0mZNJPf0KeA83pCgmB7C3xusX2AmaLl5HUbuBwVYmA9wfsqiPtFCf3ZBUME9NOIWfaiwvaxmElQh5JqpT9O0gRc5Tr5mxrD9XW0nOODvH+OMmtImTfWIoxeG/qgS7Vd1piJh9GilqWbcev/mf/LrJdMgyFREJyoLTHIIBXRKf/189pZrRZoGLIYgGlxIkUYo1eGuFAlfa67Zp/+I//Af/ov/pj3n/gePFnP+TtVc/2b/0qm6Wl9YKmSAyBMFeWVBHId7eE4VDXJgU8kV//jfdrAq0YnLXHKFKmlEjOmXlKSHfURcRA4wspRvb3B3ZzxLcdlEzTLpDOV1OZW3DWOZ49PufhacNy1YJkYjigKeOXim1anAkUMuSCxKlmgsu+yp3FY8r0C8/fL9cxWKjx9wKmslyM9xUwbQLYgthKvbYtgKe4Qm5Ax0TjFGtaGo1Y6wlF6aVKjpwKja2y2kZnTONJWrudzjbVS2F8DSIbqTnNn6c0UiGMEyVZFqvE2a8+Ib19Q5pH3EKYj6Xs1nbVm+k6liYwZss0zZysPcuTDUwRszjhtLU0ZO52il0pMiv3Q6FdC957tmcW1yhhNNwUw8Ypftkw3xcOQ6bMLZd/533OTrbkNNcQhltQ4p7pHTAFYnB0j9e1iH61Q0yLXyxwbdVNpFcv0OYEf76G7o7seuTdC8L5CeVmhz+7IM0J6T35+q5Ot+8j+eySvje0m56mp7J+u0V1mu5uMKsOaVd1mX8/07e3mP4Bqh4N9WplfULbTQVPj3dkY4k0OJ/IVrBa/TLYjpRCZUBFj3PK5cMz/uC//S/5yX//vzN99X2WYcDiYNodPZeliqPyhFiDyXuIiTBFpkPk7nbP3SHzxV1iWiz4nX/je/zhf/zv8M1vbjBxYPfqJZ99/8Cj3/ptHncVHcI8ENGajR4rprPtG7JC2/QY58gKeZ4wrefkYYskIZOOu0Xwyx6TAlqoUOsiuDLhW4vVprJ0fcMiJRZJyLbW1e5DZo4Z7wp/7/d/nU8+PsF3Hg175ujQXGhXnq6XigDNDpjQ7CrNkiNJogSstKTyi785f+nhNMmRO4cVg9AicnQoaqmQZl8wpkN9RibFWanYQ5SmcczTjLcZNYXULuiIYA2NKZAr/MmWTFKtVx+NYKptWUoFBNsC2lSxq9MZcHUXipIxLM87UIeIIYWB269GelMoXvEamOZA23umWUkhMarn7LhfJWXa055wNzJ2LcsmMuxG4nrNxo/o7p60XbJ0iTl3NE+2LN7dEqxluB/Yv9yTzs5479ce0mtCuhkxW1I6oK9+SFo+RXLAb9fQb8mf/4DSLGm2a5qzjjLHWm+KENsz2nWB/R25P0WGa9JyRblOuBNDvImYdaS8K6T9ntyf0LUdTQ/lbo+sPDm2NMYQy1GF167QSbF+RozHLy1TPKWd32H9KaFxxDAh+z0cdkzvdsijD2gIdL2pntRSC8clx2M/smCMVgGRWkQWnC6XfOc/+j2u/9V76J/+T5Xw1ywwOSHEKh0zES2OqAYtFSIdU43l3d4mLt97wh/947/Pd3/7A85ODPPbz3h3FQij4fS732S1lKp+KEpOUjPQKZLVYbuGkmOtv5kK+zaigEHTTNwncpG63wasM1hVTFs1gEUaFih2FnJKzDJRssF5aBpBtabNUgkMQ2FOhYcnC5483eIbIB7IM4gWfBtxfTUSiI3Vy1JqGgtiRbTQ1XVXCTWF9XUOJ5bK2skGKVMNMxcwjWJ0jckT2daAs5ZU0yBGsanUb0QVTM44MRhTkFgQZ4hYFmWma4RiIadKzrO2oKWpb2oVpDEYMRQttCUira9eSGdx80hKhpNHKyjXqM2Mb0ZES0U6hsBUCo1piHNA5oxbLHjiwB0iZdvjxh3v3g6sHrfYdzMvd8r5paUbB6J1uDNPl1INSoeR3aczvqlVrLevZux2wwffvWRz0hKnjnw1Yp5bphtPCgsk3uE++gjhhvDpp9izC5qFx1iPvt2jlz3xOqOSaPue8HrA9R1Wr0ndJdy9xPYt3CeaVWH/0lHiiF2uWbcDsl4Tc11NmdsIi5lQThBGSrvF2ZrKKng40gmbXhiHDX3j8CYzq2H36Qti07P6+GP6VlD15Ln2IWOYENfWW1EKiJh6/RaLTQ5jRoprWXWZ/vc+4Nr9AfzZ/4zkCWxHEQtBa8+zUJsecWaOyjgVRnPK+3/0LX7l3/ttnnywJt/vuPnRl8y5IeuWzUcXLDctcZ4rG5iIlpZQMpIrEcPkhLGu8mpdzarKsdubs3L38grXFXzWCqdW0BkkZwINuUQaKyRTMN7jxdXOduNoKVX5IXDY/fyt2fH88SnrLiPqatY3B9QWXNvTOAclQFJUFVWPlKkCspv63UmOiO2qrvBrHU4VSlJoawzPlCMic06oV8QusNyTravcH6aqfDO1o5e9ILZqtqWx1a1CfSsmHCVksjXYDLrwhLFgpI7iJQfENkytx6WM2LrsxVgkTwTTg3Vsv/0hlI50eEM4ZMKQsJ0hOUuaZ+yiw5XM8qShI1FKofQd04s3HEzLyQPPeA3zveHysqdVx9xUBqnEQmyV4fqevQr9wiAh8fpG6B+e8fQ7T2klIiHgvGMehPIXb+Ckx4mSL04pr/6Su+GUxaML+m1DCaFKgGVBfjNgn1zCkKErVY0+7JnsBc3+JXn9AOI96gzjVztKMDSPLvGNIYYMt7eYszNoN2Q3kgeDW01os8aOt2jXU9RiS8D0K2Is6Bhpt0vKNFCGyPTZF6T+jPbinCZck80Jxmrdk5pcGyRoTfQUrchNFWwZkDaSDmt8NzGbBd7ObH/tfcLLDzGHN3BUEJBndKza+RICOWZi6ODJR3zrP/x1nn3jknY5cnj1JYfDAus7TH/G6mxD1woSRopmYqhTXSHV36BVnO3qxNc1lcCndVWhaM0HS8enf/El3nlkjvXKLYVMTVIVpxhX/Z3EQJwK6gKNM0gRMtXfEjHM80D2Dc9XHZ+8/wDXNvWFVBLJONq+YNuEFcil6u6rKWlE6ShkZM6oW9THh9YU0dc6nKIBmxVJHSB/A0rKxmHDRPE12Q8NJu2RxtO5mTvrqwBpBNOHunQuBdNYrBi0dWjIJD3+51sl3A+0mw4Tft6WECQkpBSMd3U5XZQgigmZkDIlTrSLgGhkfrWnjIncLfD7WFmixtCJhdaQcyaExHRIqJ0pmzUPOyFGj3Ed7emONBaknWhEKd5jwsz8ZiJuN6xtIOyVtzOsLxY8/+QhXTOSV09I+zfknDChoLZnd6Wc/uYTDj/8ijB1PHhW/7EJAVXBdC1iJnTxkPmzW5r1DXojcPEcyQ1NuiL3j3CHL8jbT5h//Fdk29FuG9pFIGsPjQMtlDFh24C2S3yZ0RnUzyTtkGGAZkmJCckF6xxqG2Sc0JK5+fNPMScdmyctxo+UvKzXRAOuZNJk8D6jUWqhXeWIq6nQtxITyjUxNrgOonVYl5Fvfw/+9E8waaIkrbqEnNBiKLkl9ecs/u4fcvlkTbdJ5OuXXH/6DtmeIW/fIO8/ZbXc0Phcb2VaSMNRQKuJGDPFWxpzbMBYX7vF5vhA0TqoLGUiRMdPrpUoCbfsjo0Y0KkOaQgFq4nceeI01cZUhiIGdMZZzyyFcZqwxnPWtHz07CGXly2gEAdSVpqFwXmDN5ms1apNsySnAdHub/QkOQC+Sn5LzriSv97hTMlBd8D4tiZtjING8aG+KXELjN6j+12V4eaBCDWfmUCcqUbp5bZCvJLHi5LGHc43VbBbBD02EFyIzLk6VDTViaL6hhJnXIF87MTN4mEO2K6l/8Yn5KsvCa/3lGbBwk7owuEPESjErsHOE5nCcFAWD1YUjWzLnpBXdPae16939NuWh9tAlmUty+7vubkHf35KP+4qiNpv2TSFB88FN9wT7AV+eksYMzFMONMi61OW2wMv/sVfsPnwKecfnIJO6O4Fun5K6Ty6bMnTPfbmxxg8w80WvzW43QH//JJ4u8Xc/ZRQLOnLv4Qnz9jYdxTfEV/P+M09qX+CmZWS7gjDlnb/gvx0SY4N5cs7mu2Abp6j+JoEChHXO4oWpusdwxcv6L77EbZUcFgOGesiTgVJVSqlkonjAdttKSmjmNoM0kJCSbPDWa0kw8Mev1yjeNzDE4qv01hjFC0Tc4FMg3n/G3S/8Zz1+Qod77n90edkc0qzsBzGJetvPqBpwTCRAkeiX6JI5R4rFttWHq1UhRjiqsbDasCpoZijDqIk7veFWQ2dQgkRmpaUY6VJ6DGAv2gpUwLxFKM4tRViboSYIkYsfbPASuHpsy0fffKE81NHiTM5CVYUmx2+LWR6TKkbBj2aATga2DSnqqVPkRA9pqm//a91ONUZvGzq+sJpHcEkQR11pZLeUVQxXYMd93hrsTlV7D5gNDNlg9WIiRnpFhQTUVP15i5Esm1oCuiyJaZQr89Npuwipq1eRrUeIZCCAaskYxnHwOm54DRS9J7UPKW1nxMkobQ4rYHvw2RwTUuKhW4DN28mVuuWXeex08zbqePs8ZJ1GdgPLeoCcYxMSVhftDQlMLIgpsDqvOfRw0wOEW0crlwx33eQZlROSN2Ma0de/ek9D7/9PosFSBwpTcuYFrQMmMUzwtUt2rZQFtgiND5jhgF9/oT46gWycsz3lnJzjXvyAX4TKAdHubmHrmUcNqzyC2J3iVwPuDYwn23Qn13TPGopm1PCCM7d4doFogfim2vUG0I+5xALy+cPcKVgGEjjDLSkcaTYLX5pKO0KU2Zyc4bcvYJ+XWtZxpBtg/gWa0bC3TVuc0aMQpmucOsttvGwfYZ/9wOyXaK6ID94ivzmd+i3K5rFyOHdK+K7Pe7iEn1zIJ095/TxAqeRHAMpe1JIqFYDsqhiJVe0vgoWBQpFHC7nWssXg1qPsw6IiCnsP/shTkCaFmfy3xw+SsJ7IWQh7w+EoiQRGoVm0VVig7WoQIOhaVpOnePp+RmXlx5f/4gK724MtveUptR+q0mUCEYDUhylJNSUar/2kIrFSoFkCbH/hefvl+45bduQfI/UESzGW4ykWj1qFqg/R32HYQa0EtmzoZhjR9P56pXo11jrsXlEBBwCaO1/hkQ2piZbMpghw66QF3UfJgVSUaI2JGtAE+GQMa7h4nFf/YmxobcvkFaxxdCYXNMg80CjAykLa69Y67g46xEvNDlT6Hlyofj9fcVR6MS4D9jGcnHZ03pPUojzhDs54+EDS2RTJ5G9I90bmGZi6mkuMtMBXn9/x6OPz2h7Rx4zOlZCYHN5VuOBX/wVthP8MCA+ItlW2e3qIenHP0ZtYfrrK+Y54R6f03Z78mDqhHLRoepozJ6prODtK8pmBYeC7z1y+YxwHbFtxC+XiHWEQ2T32R13ty2jf4y0nu1Zi28j+e4Nw10glhOK79HFE2zrkLbFTjd1H50HglmQhwERQ5am4mWmkRQFNSfosANRskAeBsq0o3z7NylpQzRrwrf+Nu4P/02W20wZvuT6VUDU061adNdhnzxjedrhS6TMhlwMKVQmshiLIFXVYVtELPZYhigCzIE0zyTaWrrXUgvTKGoMr/7V59WPohmbC6bUjnExFSZQodeuOkWltlHKcb9eUn0Dt42n98LJpufi0TnrZYsYocSEsRb1FutiLQykGUmeoonsPUUU1eocTWoh1kFUlhqy8e7w9d6cJs/YEsEYUI9JEypNLdKWG5AlLsNkF9VNohm1gjUZlUzGYIYR0zYYJmJqsJrQxlf8iBSKKUjWY+jZYpo6bXUhUmxVpzlR1BUkQioZUUOMwtnHjyAGXDyg3RbMHrtV2EdON8LNfQ0cOBsZVCp/VR2d8+TGs2jhsC9szi0aAvvg2WzbOgYno9PA4bZgzrY8PqkEdWMOmM5TYqx+Sd/RPXYMr0fCy3sefPCYdjggaUS3W0puMS6R9ztyNpS8pnvxCi4ucHaLvcykcI739xz8lvijN5j1lvUl+MYTDwV59wq5OEOT4GwhzWDijrxYYd6+RS/PiW8jfnVLefwRSEYWBsIeHa4wyy3r7YizdTed+w3z3JGX4KZ7mq6QTYNtC3FscDlALKRyQ06OPMQqvY2KykBJDdqMGHEUr4S94HtHnqaqT8iFdumJ3/td3OWW1XmDpjsO7+6ZJ0PX3DBPG5qLh7RNdbSmIEQCOftarpdMVQTWoIlxrsK+xVAUrDWUcapqx26D08jPsTb+/7Of//T/+CFzCKybWgIvASQ5zLH3aZ1jmktdEZrjgi5pbQj5htb3tM7QLzrO33vA4yc9jQ0VaCYN2oJ3pprdBYxpKvVBWpR8FDr5ei2XKvg1mjFqcWWo3Kav8+YUSRTb1Ds9QjEeWjC+coIKB7IIJsSjC6Puc0osFVchoN5h0ow1HudAQ0ZSwRYleY8ahynVlmyKkLWlCJRiMFMgRaliXtthpBqVJQdacZz+2kPQkZwahFyHF+0GJiXYFhDWLrGyFSgdcoVgOxNZaKAxhu2mIx5gapas1xavAl6Y7w+8vopwccqj56fIsq3j764hTYUwZOR0hTs1XP/gS/avBjbvX2JzIPWGWRekOGEvl0xXN8T7A43OOG8oJ2fIQKXSNwvsxpG+fIu5vsFf9PTPzzG6JN1EcIay3MLVhDO1YSKAdh457AnOw80NdhlIYUUr9zib0es3zHd36PIMt26g8VXENAQYDzgvLGzELE/IsSASyKEgkoiHQJkD+d2IzCPGGop6iiplnhAX4TDV6/xwIM0z8c1Lcm4p0w7NEeIt7bMFzfLAfPMluzd32H5Fv/TIyVP6yw1d5zA51ClyjrWSCJQ0g1YEayXHm/omVKBMGCBPe1K4r8gZElm1KhlUKSUgMjPOPf/n929oRLCpQEzYrn4rynFfn+aMsZBzxJRC1zr8yh+pDQZJCWsN56cbHp63LFpBTKJoxLuMs7Zeo6UgKmSvaBSkVGSKmEUlR6rUVI9UBI/YQLGrWjb/OoezZIMpMyINxkWMUK+aGSROmNJiywQSjmPnyvqs1q+Cmeu0t0ihGOqeyVeGjKaCmarGXo8NhuwFkYDEXFVxrYCn5mljoJQ6Rc2xmqz96SM0FUi32EcrUnasuoHF0nHuCk+frVj1ELRSFZp+QRaLSiEstqT9DXd3OxZdYVUGKB71mTINDLGhPdnw4NEaybkOdRphfv2OsNthrMOsW+5ejqjfcvbBBSYGsrWUAWwXmQ/C4Wc/QboFMmZwDbZfVtrgmTJfZcpXN6S7e+bBYJ89wBaPxBv05+qJQ6Q1I5x3hDtF9ndVgZcN2hrEL0hR0duC0z3jvTK9ukJtg11fYDKYcVc9Is6Q55EwNzAfiMViO0vw7XGJfryalYAOE9o44vVEnCvXVkUodkXe3ZBMTwoTZTaUaeCwLzC/w60WrM43dE0h3V1x+69fEGdPsz1Hi8X0Z7RdS9tVjm0shXg41Px1qUA5MQ0m1zcOJdafr6FC3qjY1XB9Txwi5ELJ9RorSCVB5kgMe26+est9qSR4Z6hX0JDqn8FRPymJPATUgXPt0VhYEGLFcebEarvk4sm64llcJGoLCYyzOKcosYYJSkaTp5gCNlPkCMiTilbF1Cy5SANar9HCL95z/nL6nhSQhvLzTI4oxCOIy22AAhpRs6ml2mIrwMkKSHVLGFsnfMm3RCv1L2SgM6WakDQi/jhxK1Csrwh9LVitSYs85SMfxqA5UESO7pSMhD1FVqSvDljZMSdP5wxuuyIdEjQrWiecdBmJE51Viijz9S0vhg6/7IjdIw6Tg2Zi2kVud4pZeh492uCGe4xGMh6GSHIrZNGgJ1uu//orUoLzC4t3QtM5rGnRswfQdKTDFekuY+5v0PUCouIWAd2cUvaJbj2SDgfCX33G8qNH9I3g1g3xzYHy+ktM31X0Z15g84g7bcnFY/Z3qHNQjixYv0DsnniXMPc3SOeRHGjKHtMJxRti2VQuzvYZJtwhZCTPSBppbdUclCFRpgEdA0N/SrgeKdsGNyUkDdU3qSPxoJQ8kV+8ZJ4OxP3M+kHP5slDtutCefsT7n9yRTLntM8/xCxPyQVkscC3WveCsZDmSDzMaLOqD30xdXoqiVIq2ER81XlQFCP1gO1ffMV8N1Cu79HpjjAdICkpzjUMoHXP+cP/8X9hYTuco1bRSqzMqc7W4MZiiSx6kre0rsO5hGkajPVELMM0grWcnix4fNKxboWEIceqE9HWYpxiRepJci0mF6wzaDZYyYiAiIBWRE89qRHrSk01/ZIT+MuD72JquFwrNFizA4moSLUYiyFrj9qCMdV3L76lKFAKud5GiEEQrf/DRQWkkDDYxmJJlFSNxSoRG/Kx45aOLKJSS9XHFohSHZ+Ni7A+qbq1cMAsMlP/PjZBXloaD8susmkTSwdDKJSYmCiE6DCrlouNIxTBm1uMJq4+H9kNGXtyzvmTdY0ZNg10HeVwS8yedqXoqufLv/gBU7KcP1hWw9k81weLq8bkcHOHHQ2NaWtFaBph7Rlf7EjTjrzoiTeZMFrMdou1I4laXnbOEOQC7l4i6zqV1GCQGPHbjqIObnbo/g6Mol3DfH/Acod4xYUEbiIcEuH1a9LeYjRgmXF2huUCeXeHsUIpzfH6OMMcYB9xKbLQA+3DC9ydIutEeXOLkNA4I04IN3cchhbf9Tz6zW9x8XyLGV9z/7MrRi5oTs8r0a7tabqOfuHwuSA51rD7NBBiqZ81tkLjyAqmoSRz9OPUPDVaeWQGmK5eMLzZka7fUnYjcT/jjKMMt+TDHaSMzntCaPkX/8O/ZpbKRhbjMcbjGkfJhZICMRRkjngteJ2RVMjTTJgrfM75lgfLnssHa1Zrh1pFU6bkBnUe09bv32y1/i6Z6pW3VNucFof44xtfpK5SjKClUCcygra/mL73y1cpZk2RiHfl6LsowOIorA0/p8oiYeT4tyDEXeXVOlthTqrY3uLVkJ1DiVCE1LZVjNt40mRwMSPeUGxVMPgcyaJITGRpkJQqYDpV/q0Wj8wzDHeUbonevuPR6Z7b5YL4MtMuIxIMoxfm+46uGShi2WehWIMLExHDZrUk7Q7sRyi+4Lc9jx/VfO88B3wnpClRgqF7tmT44iuudhYxSy6fbPGmoK5Dc30YSVlhxokyZux6hVtt0NOG6fM3lM9eYN77kPCzNzRNYrpdsvjkId4NpNtE5g7EY72hRZnzEvPVW9yJJy/PMLt7iDtgQc6WqB57taN9uEcXG1QbNFU2T/zZgFnMSLfCyQHskjwa/BqsdZTFA8rtiCwDaAtTQGyuwmMS2GWtj21a4ptX5OYMc/OWLC3hMFAQLn/1OatHG9L1Kw5fDUR3Qn9hUd+BtGgDXhJSlJgtlJkYK484FYMYi7MRc/ztpJKRNONaV29RWVAPTqgKDVGGl1c04445ezIebxLx1RcM7/Z0T56Su4DYiVc/+ClXu4hTQ3dxho0jEjMlgjSA6yhpZoqBNkRoHBFDTIXOerbLnmalPPvgAZdnHa07Olm0fi+K9/VmWFKVcRUlazXaGQamXHuuMinSHGmG/rhbFakyMGdR/cVH8P9HxzAgTToGn0GzQc0M6VAnWrQYmTg+9lAT60dwY0jG4EoiG4uYhpwNJipQq0jVmlzD59YYiiTIgs8RSQW1HWqrqFdEcVrfmtZYtF1SWoM4KDYTdxFDZnc30dze4QYlz5mJU/oxcH4hrJYNVpX9dZXSTrNhddoyDYaYe/wY6R8+4eHD0yraCRnfOsbbA/ME+fKMcFDevChIgKcXHY3kWvtxBtMow3BPjnvk/hb78JTm3FPKLdPPXlXGauqwwwusjYyvE5vnhna8wbSJooYSHXZOyFGR4BcX5O2GdGuQ22ty25LGBSVN+EWiUTCncP+2wdoDYu6Yf/IlhzeKXXTYxQJntMK/Q663lLsdFIPpgN6Sh0yep9o6CkJ0mbDL9fMlTeR5Yk5LXHzHeHUgHSaWj5Y8+PUPWXc7Dp/9JfudpXRrunaJNqdIv2CxsrhSo3qaAzneE+4DcYYw1cQSeSZj0ZJJOWHEHdNktnYf3VG4ayylaTl8/iXxZsc0CdJ0uMcLGCa++pc/JOwqCDpNVxTb8if/3b/ELLbkOeBocIv1cSJbfyvMgTiN+Kg0vUXahojBmI6mb9h2S549PuPpkxNO2lAFzTESMvXQ9R2EqoDIBtQkdAoU7+sDFo8Rc8wEGEpSpCiSmlrB86le2Zm/5uE0EUKV5qqY+uk61hG1lpGkkVwypihi6tPQUD/QJWSSeEoIlFwHEtLW7+PYNTgHzhRSqco4jEe9JTpDNkpmxpeM2kJJtYbGnBgplGHAuFybh1cTfpnJocOvHeVkzea7LUyGTvZMJ4+PBLzIkA3dScO1LlivlfFqRNIdw5fv4L2nPHniKTIz3oPkiTQcMN0Kt4jkQ+arz95grGd7ucXmmVQU6RwxJjRGZCiQd3C2JWXYy8zuYHEPn7E6bfFby/BFQOhYfPSM+SqQmoBe1YeP7VqKbUgpUmyAYY9xLabZU64EeXlF8+wULUt0F2iaCHZB2+y4+9E197slfPARC7+vnxeTYGXC5xlDT765JuwNZbgBIhIztijmekeaRqQAWtdZDNUvOSZLksTNVYTtJdtvPebk6XPMu9e8e53R5j1WccB3D9DFmra3dFIFxNbU+UR8e0tKFtf72ms0DuMaRDzOVieJsVI5yM7XWiKCcR7j/FHhMDF99ZIcPGRNbBAAACAASURBVO2mZfnY4bqGL/7XP6dfL/DrJaIJ6Tt2c8uf/eU74v0BY2F+/Ypwf4fvGuz5ghKFFAsmJZw1LF1LGWcaGmzjWLYtm4Xn+ZMTzrce6asWMhUQX0MwHbHuS3FkVaKx4FtUY5VJq6utEwpq66dYiQZ0Qgzk7P8fzt4k1rY0PdN6vr9Zze73aW9/I2702YSbcJdpl+zCVQWibGpSgppQzBkxQDBDIDFCCEY1QCoZKBAuQJTKyJQLO92VnRnpTGdmZEbf3rj96c/Z/Vrr7xj8Oz3CaSnuOBS6d5+z9v+v73vf50HiKr9KfJGHM1LidSJElXebxm9dKQWxGGKCR3RFLBWIwto8GLaSyWVaEoIlxRKxWTkfRbBtzApAkWzJbtq8oPVZEWdV/uGELUFcWWGzCTQ6EVohaKHSLjdgRgp/BHpsCEtN6ubM3l5RHWhWqabXneMnOwQMYkD7yLUJtBuI2nB5HvA3b3Ln2hCcpgygipb13ONNhRqXzI7OeHJ0QdlFJvs9Rv1AqEbgO/xmRVKK7qKlmhZ0bcnm5GNW5wvM0rMzqindOSoK7eUc6gHazSlkAQdTlkeJ7uKcsF6gTUD3eqRWk7oI7Qo5vsCbHqqvCMWU+PBzitGaUA/ZnF3RPDrH6wJ16x6DtKBYnxN6E4ybY0zCzS2h7iPrY5IvKMoI64RcniNdIjlIdQ+ahFIdREW38mwujnDzBbKc0amSva/e4M5XhlRX95m//T1aFL26Q/drwrUDimFBzzYIgS4kGhdYLzuaEAmDEULm8GBzZQsiWzIcbJszKVhEILiWoPPqJg8QFfP3P8B5oRxW2OmUqOHh77+FPjykOpxS9EtwDltZTt75EauNJilPIaCUZHZQC/7SEUXwotBVTTmo2HiPmOxTH9R9Km2ZjGvGuyX9sUYR6VRBDEJAUfctXoGofMLbZNAqgQmEtsZLP5fTYz71SYqgDcoGgpWsjwgG7zxi//pH8G8Ivud9JTqStMmimgCSPDq2RLGgLckXJL9GUu7GeZ2QWghdi64gSCBEQceYG/HBZdkuOkO/tMpBd98RuwSVoVAlXdtmbARZOeedImw/jL0Dg1rP6c4FcxBxzxz6ULP6oaH3nGJxXNPnhNNNj6laIloxsopLrXBNwhawuViz+5VX2BlaQupQ0eODw0eDL8GWnvlszaIxHAxUNpANhOgjVidCOcWfn6Arj641flOBuWDpbzEZlhDAsyLNAmE1x+7uUI41Tm7TXl5gBoLqK7ouc4/86RwzbEhoVrOC0jooAyZ4TOHQZUXo+nRn5/jVnHk3YPJ8gZFdah6TeiWEGkMgrkBig+mP0KsznNlHqTnp8oo0GeEuE4lzpFZQDUmmpDtfoIcBqzTLjZAur9h5bszBc1NUd8r80wtkMMYeRHRvgq6yh9L4hrC+pIs+m8iiQhLEFNGSo3ck0EUFPqB0REQjGmI0uawPJENO5iiTJUPKoLYE983ZBqtrzGSIMOf42w/YubWHHe8gSgjLOebaPdJgzB/973+JN4EKC9YgqcstqZQh3LE/ILQztE+EziNFQesSVdmnLAxFoTk47DEZmtwuchndaJQmis258UJQYZO9LK4htRqJAZElklR+NnwWOItXKO0JAZSYrI8QjxKL93/9w/mTVynKQkyZsNf5XHmJDkQTC4WEXH7WRUbZK8ll1yI6Umq2bQjQzma4EYqCQKfJCMW41cmbrDOPRQWhIzhPu2lRMUOfos9wMCMRlQLtOlCNa+L8CHOwQ1hbqucL5CrSu1vRnLRMbnh8f5cboznaRobWUdYFOzqC0swWntFz+/RSQtZXJBfpuoCPuXVTjIcsTldcnDpGKTfc6+t9RCKRimSFFFqiEmJRsSpq1mdndIse+4OCUjqkLmkXkWbekCZDSp1p9+X6DNur8adzuPL0DhLd6SUozerzDavzxEWwJFMiekJUQhJNXC9pLpZcrseknQP2rleYhceqCzo/gJXOxisEqvzLES6f0YYRtBdIUMTBDuF4RSocnRT4VhEWc/CrTBZYdax9pLcD13/+BoO7E9zlU2ZHHaonqGKI3TlElzZr9lYzfLMirK7oLhc0V4st4zhLhjR5/YFIJu/ZLUleZW+nNj8mu0u2YovNaw6bY3pRQv57obFji98sOPnhCb3rt6j2xqTlCavHz/DRMNgvWV6t+ejjExQFOgV0f4CqTdYCpozubOaX9HYnFHWJLcxW9VGgao0Pnv2dHtN9S10LMeSooEuaUBbovkWZlAn1qchhje17c4oRZAi6j5KQMbJObZNCWYoUU4DUEUQRg8nmtS9ycqYYUVvWizaahCZV+XkWIBUKWV8hyaKiz04Ja6EUlFtn2rfrCLVGFQoXItEnTCUkH8iQlwLXNDmhrxSmsATJVwwV83omic1DAx/xKe9A95/voasRbnGMvVWy+UwwNyr8k4beHVhfDBiNH7P4NFC9YNksatSiZbFOLOcbdl+4zsHUolhzebyhtyu0aYTyM+y4ZH1xziqUjMuELnpM9ku6c4exJsuE2szspZ6wvlownzlGO1PGY4UUga7RGFkxv2qY7o+Q0YAkjriOoGIu+5aGxg3wzxLd6BUubclyOKPzns3Fhosnp1ij2VzN2OmvmN5+nqo3YlcajOqAhLca33QUjSMNJ9kR01yiawP1AHfZoqplbpBUgdRsYNrDzzts3RDslHB8AmOL84LfNBS9gvHdHayPLD89QU0HlLsjUJFyMkAZg+9WdKsFMdXZrP3j0Lkpckba2LzmycfF9vpaIFrn4j2SLQIpIGhCymCxHH2TPDQRkCKwfHhOb6dPaJaszloGd3dw81OevX3ExlUcvHaP4QvX0aOK9377T7k87zAGEMFtlgz6dU4gxYQpa+JGY1OgmAzwiyXJJ3RPERYN05v7HO73mdQKHUJWiiRBmUhhYj7Rt0jPpBRJYgbWiZDEkGSF7vLaT4qEUrl1EoOQP5gIMa+Pos7gsy/0cGoVUKHc+iUSEgwiOVcoKUetREwGf0luoUTvcKslQcjOzWS3S1iNmAwtDjGhbMKH7MgUZUBM1iy4SDKSyeEqB98JXU5fiJC6RPQa1xkIa+ywpjm+pLw3oX3vKeVEsbko6E1PufhIKO+OYb5iPFUs1rlp0nSKndpC6+lsSXGtYnG2pBx0qJ5ldr5k2VjGA43uItNDTWqWqCSEAMn1iF2LQ2gu5kRdMt3to11DSgWx3CdtnnL60DPp9YCA7jbEvkUXmvZSM2+XnJ4k9HhGJyXj+jGDSckeLbPLDlPWTEcVy2rIyTpy//srfm13QzXO792wJkmRP68IrdnFtoJVLaHoZ41BaEh1BReXiK1pGJM2Z+jRNbRe4poe4i9xRY90foLqHVBNFLv3+vhHn9PaEdIfoAd72F4GUOvkMj5y6UiSYd1S1xTJE8Witcm0PoEsFAk5I41BqZQHhjHlkzNGkghoyTc00SQSSufkjCCkNcw/vk9Bx6bT0F3y0R+/z6LTpK7g+t0R5e6I3rU9fDJ8+48/yKX+VqFqhdQmE/aiofWeFFtS6Egur6zaCHrYJ3bCaNTn+n6f3f0CUwrBxe2rY0S0ISpBp2zQQ2XSpKC2IYkcKIhh6+4sQPmQmc4iiHiQlB00km+IKWqC+oKulBhzVUu0RTwkHTJ2HQu0iAkQS2IX89UrRVLKS12dFGs0tc0/hC5BrRKUQuo8SSVMCHg0Vge6lBVxGIuRlCn1WhAFSgTv47ZHqGm3wfvQPyA8e4S5doC7f4q+MWbz0RXFDWjfadh5bYfN588wo0Pi/ITicIB775zBzogUO+ZeoxdrjA3Yssb0I83GcHG1YDqq0F1geNBDReiKEdJdInpAjA2xqrh8do5NBb2pYEpPtDVh41DymM2xsHdrJweh3YbYNLTLwLPjhodPV5TTXcqBJZ7P2CzPOE2RyaDguTsDVk+X1Len1J2l3w/U9/qocJcPP30Mcg1joDcZYIPL3/iu5tnTK7wdsqsLdFrQG1YYDCIGJ/s8O1pxNXvCBz/4hF/++5rpeALKsz5t0AND7AyTe4rRnQOYPaELI+zBHeww16eMjsRC4YPGe49giMmhbZXFsWR4VRSdGxvaYlIgKkGJJgXZGsBUroBlGE2m0KWAEVA6oZLJILBtGmz+8WcUdcXm8pLH3/+M46crVLT0J32qaY+Dl59n/ModimHi6f1HfPzDxySX8qaBErVJJOVoTU3sGkRbjNbYGAjLDb5LGFEYbRkOK/YPa6Y1mOTpHARKEg6tVF64mlwa15KDClk5EZAYCUahVMLE/CqGLv4Krp2SJsaEQmV1pjU5nKC+4MmJdIiuIQiBlMW3MYG0+TRkixMBpNpB8RgriqgTwXjS2udrSgXiW5TJVxckK/RC6VDGotsuk7CtkEIkpa2kV+flbmrbHHxAgfbYZHChJLWBYtzHfX6BvXeT1TsfwWFF9/kF6u4Om49PkekOabWEgz2qxyfoyQ4pVrh2jXEOV0/w7YZqLFxebriaOcY9ixXFaAyqU/iwRhtP40DHNb5Xcnr/lMm4BmOQLhG05If/8TmLx47JrR0kGIzpCNWAzWLFg4+vOHKWW3d22Lu+A/NzXFmyUoqzLnB8vuLBoyUxws98+RUGB4qUoFdp7AvCR09f462nCu86SnGY1Rk7o8S9n3uJF3aFzmjm/QGfve9Zf3TJ3ecPaU4vGf/Mi3z2cMnOwSG9e0N+67e+y6/9rTt85edeRsoBdrlk9Eu36VUd3dMntPMl1YtfpuQCGd8lbZp8I2o9Ykymp5eWFEpQmUWMZJO0Co6ktvtVDEpMHggVCSV1DqcL4MNf3agSMcfYQkSZ7HsV8cyfPMm6v82Gt/7vH7IyJZPeAEViMp6yd2eH/dduMjyo8SHyp7/1r1h1Py43GIzKkcqw6XJNyxhMcNhC5+RpVRNjjuQNCsX+uGJ3b0iqFK7rCMYiXYspDNITUqGJTUIMOK/y9sJlnaBoQ4wGlCcaIGic5HQdKCRtM8JWIZ3Ch4gmwE8YCP3ka20QhA0qDQhaUD5C7UhtH9KGlAaIXSBrh3UdLo+MECw4n0PgCjYhYYwiJEGS2nbrPFblSpCLicKAjWrbHNHbhgGZ4Ka3eP8u18W0SbhnG6TewT25wN6c0D48pXzhEP3xI9xLe2y+9xR2R/gHT+Gl16kuP6UZTZgu5ly6FtdoVp2ipwPUFauN4fKyYTjuIc4znFQY0+H9JrsV1w3S77M4vmS5SvTrYvvBa5LNDrbu2Tlt6xnv9lDtBmpF6zQqLblaa/xwyJdv7lF1l8jpGUfna9qUaKNwfnFFEEWnas7nl6zikC55TIgkHN2iQhWW3VHCe00XA81gwg/uP+Sb//O32Jn0uXvrGpvmEXUH3nV8/0cfc/R0wfJb36cod4jNKXdfeYk2tPzJX3zMK6/fYzAu2Ll3D9XOuHrvDEjY3efJsoQezOegyxwmML3MF0qQxGBTyJ7WtEInlamMVmf6AbkaFVG5cRiEqDY5cy06dzGTZCo8CcRkmoERQrdg9eGHLE5WnH/8CQ8/uyL2aoZAqYTClPSuTdl//WXK3QKxjk/efJc/+pNHKKOxCmpr0CnSbjYUqFzk95GQjwfA0jUdPmiKoCgnFft3dhgOKoxqCaLxTURKk6FrKnNuMTVKcn85bdX2EPMMJbkM9VKS/zu/ysNTpUA0ySeSz0pNJdk5FNIXfDij1ojOxDLRmYKnugmoDZIqMC3JjUhymlkvOstRKUoUjlIcemuOqpUlGoG2JUWNqMyT1dGjA0SjaJXJ+M0U8EWFSg4jggQIgCiwARoMLi0IzQq7P8Q9+Ah76zbx6VPi7XsUDz8iPLfP7M13aHaGTB6/S3vwKgPu88GyZOMTk6kmtgVNpbHS8unHR+zs7VKslwwOJmjpCJuUxbFao62jPbqkCTCpPFL1Ee8olCMGzcwJVbOhmkzQB2N4ekqiQdU9jp52nF50PP/6DjZtWMwcJyeeo/M1w+kEpzcs1o7VumWxWVD0+syN4XgeOEwNT7oDzsqENh0XDx5zcvoEO7zF8eMHhKJgePA8ZneXf/O971BVO6w3V5QENpslVleczlYY2xBJPH7zh3TJEJ1lbYQXf/Y6s/cesDy+ZDAdkq7do5y2lKUjdEJSlth5fLSIZP6OIqGCgxhyqyLPOLKlPGrQ5AmlLpGwgWhIMaFTRKoqWwFS7lLmP4pEh+BYffIWZx8+4/gocPX+Z8xbDx3UNpKkoBxMGR3scPuNFxgf1uhauFoF/vl//7t0TmF0whrJpvXQUUiGvbmmxVYa6yLoXDFs1oFONLUK3Li1z+HEUHKF92WGeomjtLk9EhWk0EMkoGIkqIRIDlSELvecJTjQVb7Gs9y6aAsk+rzv1A4VAl5vS9elR3V//SP4k8vWaYNQEVVAO08iMzyJGrQn+jwMCnZE5BKVMhnety2+VLRdytlTqVG6IzaSx/ylJmAp2SofiCSbUxSpS4gIOnQEEZwIVls0Cosj+Ig2juNP4dXBPnz2PvrwDu7ZI+TFn6L45E9Y9kf49x/Q3BtSfbjm2cE17lw+4v6R4nyZmBYdy6XQ6yuCKD77YMFkusPAavq7Y/q2Zd2AJiJuhSlK1mczFuMddlXAB8ecgt1CbRNMCVk0xPEwV5Nma1Rdsop9Zh9ecCSaay8dIIuOLnU8WgxYzY65desAJY7HD+a89vKLXM4Mpxgg0V3C/WfPeDKp0PvQnl5w9MnHzJaBebNi8fF3GY6uc/32Xaa3J7z3h39I2FimNw5ZPzzn9PIMFz2wJoVErKZ0m0uiHbI7KPh3/vGv8/zPTDn75g9ZuT6Dey9R3N7HmEghmrbt0JLwIafBrM7519yCSiRtIAQ8FmUCCgfJkgwQIloiITnE2tzvbY5Rvb1ccE4ewSJJgeqIrmHz+F2O/vgHPHzQcHHpwGiKfpl9ymWgqMYgBTt3drj16g1GuxbV1ygj/PC3/zVnZh/0CTaCkeziUbbAS0SngBlOics5xhRoEZqNZJ/OJjHc19w+6DMagJN8SyB0FFphVUJUSypKkst5bmftVlFic1quqNAh4uoe0mV7e4gVEjL7SHlQJuZXuRTzAEk5otd5rfRFHk60ATtE2oZUFfkBDR5KQ/Sg9BYw6Ftc2QdmFEowHlhnFihVQTQmE7RFcCFhQ4YxBQIRnfuayWY8ocqaNhPzN6q2GuczfNmFhNIB20Surnr42bvoa3fh8QPk5kvYZ2/T3fxp1Pd+iNnfJ/75KUexx87ROcfDHl4P2Ruv2XT9bFnWG05OAuPrfQqEoi7pJ+icUASP04aohebsinVTsFNtSFpjxbJrA+0mAh4JGtvrMehVKByx7Ygo3OU5j1vF4W7JpFsjwfP5esBmdcXLL++h2yc8exCYHLzAMhXM/ILlk3PEdjjfsjh9wq0vv4b+9CNOHl2xbFt8aEjryMH0Gvd+5XU+/v6f8+RdR3/nGjK0nJ4/zX4ao8AbmvU6P0iLc5xK/Hv/4W/y+j3H3b05F289Zd4O2L99yPDFaxjVggi+bUmUdN4jxpEotw6cSAoJrQqElqAVipaYFNZU+JjQSWd2sAgqdqQmx9qwB5k6mDKexuhAuz7j6Ad/wQd/+Ij5IqBTYO0UZVFRFhq37jAlmFAzuXXI6NqEG8/v0DvsUUxruu6Ib/8vP+Cf/9N3swU8ecrKUFgDCvxqk5NGvTrTHUShinyt9UTWTaC0lv2DfUYToTAK73OyJ2hNaTWqX6F0DiuouISih7gVykoeBCmdSZKqQIUmI3q2gPRkM2Q9aZO7yKKynsEBqkKR0OGvj+/9xIczUKDiHGyP5FLOzqpcktWpIwWVq2GFRi8aCJ61V6DBGMWqSRilKApPkYSu0FRxy44tIjpatBHipsPEDXhFDHkqFrVg0Li2QUWFtwElueOXEFZNSehKpLmCa4fY88ek4Q3s6RHhVp/u3RNkOqR+dsV8OmW8P2UnLrg8GVIPNavliuNnGTbW04ZRLQzLDaFUsBG6ok9MnvX5ks4O6Y8cwa3Q9UHWjneZ/rdZBKp2TW/cQ2KLdwnVtazMiEezxLVbE8ZFR9h0XC2ExdUV12/t4hfCcfVV/LWW48uHPPzoBN8KYdNgq0S5UvR2alwHl21g+torDI+X2Qb26ghlPZ+9+U32Dl/mkgdcPXvCqllw75e+zuV3HqBE4fB4EdoAZa345a+/wa/8fMVg9ZRPvjFHTfrs/+Ir9NIRspqB6WhjCZSk6BCT8gpMJZJvUFKjUiDEFUoNIHZEUdjk8K1CFQqJXZ7yi+ScrDGoEJAykkJE2UhKDQ/e/DY/+t132QSwDShbIK5h4AERTKywRYG1NcV0yN2v3mG6U1IdTIn1hrMnn/FP/rN/yakr8dFiVMRqwUieY8TkIRlMgjDfoAclxoJRiU0CrwStK8YW7tyZMlCSB6cJYkpoSajKgjR5fxsjohM+ulydoyIpBV0ApQnRoVWJ6hKxyPFUCWq7F3VEpZDOEbVBkwgx/3+7n1Do/Mknp++IsYdNbCkFLjdFtCJFTcSgpAPfErUmSsoxLJWIKVIUYF3I/+jCoJts+yxMRuZ7HxAnRJ3N07pQpCB4B7rMBuwMlYqYLkN6fWlJbSL4ltM//zN6v/EPkSffxu++iHn2gHT3DvE775BUiXUrVsayezihGBmWD4TxnYL55yvarqNtIrs3drGFpy4CrRmiW4eoHPJfz2d0pmJoFIoEwz3EdyxMlQdVzYzCQ304zqQ1FyEqji81Z5slveGAccoy4RQNm9bA0HLeCLP5muZ8zuLsiPliTTNfkiqNsUUmtw00OzdeYrNZsPfKq5x+53sURU3bnbMbhfPPz3nta1/nw29/k6sl9HZvEa4uqMYFSWsuLi8QAVUMuD69zi//vdv8+t99jvDh93jnrRXTW7e59SsvUvc2+LaH38xokskJnmKExAwB19IRQyLFSNs6jNF5HRC2flYlOF0iKEI0f1UwVtuMrEqaFFqU7YFbsTqf8fgv3uPT7zwhOUtPBF12dD4STYVPjloM9XDEaGdMb3/EqFfkNNTODqlKbGSP//Y/+S0WXYlWisooVOxyBzRJ3kt2eQ3XWp9t4+uwVQ4qIiUoqPqGG9d32Z0YytGQEBzRBGKMlL0CqfOpKcETlSH5gLKR2Fb5yUmOqDOEwKQtjMBkB6cjl61jytlaFIiNSMymeI/CprAdKn6BhzOhs624apBkSWIgZPK3CPnenXIGV8WEEsn4wgipsPg2x67iuMa1LSYJxkLrI8YlkgV8REs2lrVBobb6wBBBqgJpOkQLvqjRMaBcRB144pPIo3db7vzba1L/Lur8IXG6CyefIzeGxPvnFMOC3VqIywVNO4CDQ5idcTnbsFkFhrtDwnrNdDLFdyskOXwqwS9po2LTWIbDrYfFJ8oQEdPDugaJHjqhtz/ESMK3CaUiTRdYryLlzecZyQUeoe87LruS49WGy7jh+OQEaQKDg320jBjtDFgv5+ho8Y1nOJ1y+ytfop0dMX7uec6++11m5wtml/cZD0qsGVAdHvL0nfeQ6hq39ivOj56wuDhBhn+L2XJBUBYX4e7emN/4zRd545d3aX70EZ9+6Bg+f5ubP3eDsliT2kBYOZwj7+l0Dxvy6QZCSJq0jahJacAFgrVbkrsgZYH4kNffSW3RG/l3AlUTUovCszj5iB/9P39JLG+j6j6T6/usnj2hiI7NGqIkqkKjd6bsTnpMb00YVtAfarTqECMENmx8wf/5X/4PXPqCflkiEiA4tK4zrDmlLBGzidhGfAhYrSnKCmMVXkD1akJoGQJ3DntMhiUqNijpCEGjkLz+w5GrkELczlNSsIhuSKqX10EqEciRUCTlksJW30D0uflmspYByX3PGAVRCaUM4r5gCEGlhEqRGAagu8yvTSEf/aJJ6seD6Yqkm5wKQaAwSBNJySPB4VcpQ4BNpo0iQlIJlWQ7mpccy+tagsoJoRSA4FGSwdT4fAXVOmCvAj60PPog4lOkjHP8cJ90dAz7N+D4M8qXR7TvbDg7XiI3bjAd1PTiGYu9XebvXDA6mFJEod4rKNwlgT6u9aiy4/zS0Upi1BOU0uAaNPnDT92arouwauhN+nlaFx1JJ3zXoVSfLqwZs6QuLW655INnLQ9nDaeXC2bzObduPsfoxUNmZ4+YrU6Zrde5x+4UpMStl19kMK4Qe8DqyQOefvYJq9kGUwxIvR7Frbt88s0/49Zzdxjvjfnse28ySxYnG4wXJnuvsnj2Ps/fPuQf/MPX+cprI87/zTvMViU3Xn+BvTeeo9wcEUOPZtXinEW0QRc5DeYR1JbuHpLPQW0kxxVNbmKk1KGMxXcVRndZsEyTE0KZoIw2HevZCe//wfd5/CCiOGC4J4x3+hT1GkZT4mrOzkEPPa7Zuzam34PhKM8cIpZCAlKX6MmQeQj8T//5/8hH9wNlENBdxq0Yi1IeZQy6i5heQTNb51teVLlKRsL0LMEbumVHnTTXrg3Yuz5iWCaCRFy0KB+x/Uz3owjgc9BQocCofPD0DdJ6ks1VMpvIVMOkUb7F6ExI8CqvH0OU7XAtgBQkHVBpS+n5oq2UlBxChaSOGEIOKFOC6sj+lS35TFtILdEUSMwMlxgcOmWWKY1DVXmvk8RgIvmHryBou7WJZRCYxmT5i8q0b0m5jJ0L2ZBUgS8NqoZuI5z92Z9y7Vf/DvLkfdLeLvH0EdVze7jvPKJ4YUjRu4k8fYCdTLh8Oqfaye2Snm8YjWtML9FuKmyhEK/ZLBzrTctwbCFobAU+WTSO9XyDGU/wsxn1+Dq9nqNtE9pv0MYg5ZDU61OcWcJ6hUvww89mPFo4Ls4XFKrkuS+9gq2F+++8ycV8jXJgRxUeIML4YMz4cIKszumePeLBp8/YNBsSlsHOhBe+9jUefesvmO7fJtqCkw/f4fhyiS2npDIRN0+5+eI9dsYbfuMfvcpz48DJm+/QtH2uv/EKhoSKmQAAIABJREFU4xeuIbIkFDVNK8RU5Qjd9ssyF25nOBGiiRmHGjRYyfTDRG6KiEERIa2yqpFEUtsgt/a0y1M++cb3uP9R4PhRx2inR3+cJ/kkSzmecnBtQhUu6JmOst/LU1yjkBRIgx5dl6l/tqzpdOJ//S/+D979tKPUBYjD6pKoVfaaGEMICp82pGWTKQsEYiEYpzHK01zOaJzGFwOK5Lm+N2FcQUQTQ0tMfVJosTZbB1TQxCQkK1m8aywSMzBaoiNREJXJTpT44/1lILpIMgaDJxAgWKLOrzaI5AGRSagYSN0XPDkRRaRF6TIH4BPZRQFEZdBsMojXe4JvwAWiDkjyW8BuRFuNMQXKGkSHrVwmEQAjgoqZTJZUfl+Nss0yOoEYSZKFuKXJh7JOiVoJm9QQpeDxW+cc/ppGTUfI0wvUtdv44yf0f+oum/dPuTa85PKFWyR/QX33kKdvP2MwHKNUxBQFsg6UZaBpLJfLJfOTFeOdCZXdxtDaNUb1MifGlKxPr+iM5SJtOD5xrK9W3J5YxqOaygJuQ6GWPHi2QumCd4/nxEZT1TW3X3yOkwcfcTFvaectwXjqfh9Ch6HGR8f1ey/gQuD0/Q/ofORy1lDrMbs3D3jl7/wiy/sPCEEznA74/IO3uDw7Yv/wdY6f3ad/bcTx259y/eZ1/sE/+hIHgxWPvvkURjvs/+KrTG5atPZ0ncevIlEbYucJ5TCfftLlsEfIlrfkcyNDWTJFwJS5bSH53UlwWF3kgoQpscrjZcMn33qTt//wKT94Z8arP/0CN1++xup4jqlqlidnTG4cYgrD7rChDBplahCfF/UhEO0A7SOm7FOMe+jdkv/rv/sd3v5whZEyp9JMIuKw6G0DRhE3S1RZgsvs2eAduuyhyAa8DkUTIqXWDAclu/t9RsMSxXYQFpaUQw1VlQ+DmKHSOhiCOCJFViKKRVS+iisk3xCTI8UiD4Ak4qNgtCXp/NCmRGYQSY7y4ZqsHdFfdCCEymiFmHLONentX0ZjpCPEgmQbZCU5yCxkjbZK+UEUwatsDPYAyVB2HXF7DQlpi3HwefUTXILUgdnq0Y3OYtQi4FVeb3QUaAkUpcLHxNmTgI9rTJvQd68RHj/BXDvEPzjCBE+z9yp79glXbyXsASxWjusjQRlNKgvEr+hcHjpdzRvqvX1K4zChJamCxpc431CNCpwkRDzX9odoZQg9w3Gh+fDYs/7kMa++cI3p2NAYzXErPHl2hhn2Ge/1qXzi8Wef0jiNiKZAGPTHTKYj7n/6McOi5sYLL9GflDx467ssFwtmlwt6aoQqDc9//Q2efe8t+uPr3PjpV3n04XucnC64+eU3qIua9z9veO2lr/PCpOWNv/0ig6O3ePxeg+oPOfiFL1FlKRtIxLmc7+xmHaZXYFRHCoLSEB2kFAgaks88WZRClzUKjaQsgiUFohnkQYdExF+wbGb83j/5PT78aMNLr93j9sQiiwW7P/sKgqZIDjPdwy3X+J0BkYKOmoqOZLY2bm2g8NhqB923FCNNU1T80Z8fZ/2kDmhT5lw32bDuWkdhdAYBkIgpEeI2E954lM5VwKhLCltgQuT2Xp/dft7H+i5gosepCm0kD468A1vmvb3XKO8QHTLPigaly7z0VQ7V5oMsEUhiiKbCuiUu1plnm5+aXASQDlSNpBIk/gQw5t+kY9ARrEYkkEzK7e4AKTakqPKuJxQk7Uh6gBiNNgUqeuImELah3liVGB9RqcNbnRtEia2SzuPwWYJsVW67RI8PDbHtkOAx2uTYVmkpTKJSWWrKtM/lQvHwX3yDdONV0nwBd18gnR+xmPVwumI6PWJ9rNG3xnz6p5/QrDtSWbDeRLqLM0JStLOOy/vH9PYP2e1rtBakV+JWG5quydf5dYeNwnAypIwOHTpKv0YFw6FqObw15pOTDX/wvSd8/OCK2VKo+iNsKwzp02JB5Wli2kR6E8vdV9/g4aP7dAHKgaWuYdV4Tp6d4B30BgNiEXj9N/8ez777F2AG2Ini6KNPePzhQ27custLv/qrfPr2DxkNenzpl36WX/27L6Pf+0s+fm9JqCbs/vIbTG5VlOOK1EZ80+ZJebToypPY6ur8BuczC8cTUanAB49XeZUitoDUEooRUdc5Ex1alIGUFpw9fJff/W/+NT/8/prUJnpFxZ0v3+bsbIWsLhhdu8lqs6bYG7FazWlwzBYBv2xIWqFVwhqPLhOqLtG9hN6pubp8yD/7r/5pJrmbSGE0RhqMSB6Ydg5TWGKb0Foymzc6ghTE6HCuyzMMYjbBqUi/FnanQ0xh8N7hKQhdS20bbJVTRqlSJCF/MaluKyICEwsw+VoqwZG8yVU4VIYTRIOKjigGZANaYXRucCmVwxsSApIaYtiazr7Iw5nEIFHlALozua+Gz4FlBUkaxI/+qoQtbYuSDpM8iNrCnRyxneNTxG/v16ltcnczQWECVaeIa490EV3p3J+LCm0UVgQ8JLF4FyhMQpKiKBX9tADf8eF3V/jLJ8i1L2GWj4j7N1DiSY+P6S4Lxi/0qbXGFxWmrinajt6oR0vN2mkuYmI12mFflqh2TTR9NiuFt3200WitUapiZKAyNRs9Jokw87CYn/Pmh2f8v9+5z6PHp8woOS8q2mZDXfXYu77LMrZcXV3Q+ZbjoyPabsaLX/sa559/B+cEKUp2bl3DuRnzB5+zWncs5ytCB32rWL73Nqt2xenxx6zWDaePT4ii+fJ/9PcJ82PWjebFW/d48TnD+3/wFo9nlp0bt7n1b73BdA9Ak3B4ZXDR4ClRlc60eVNCLIgyzLOCVtAILjZoq3L9sHPgI5QDUurQdKRYkNoZ/nzG8pNT7v+rU9RG8fpLh9zY3+PsyUO0bnj5S3f54NuPsT1Pb7qD7VYY6bE6W7MuJnjJry/SQqSHbvsU/Rq5ucPHP3iL//o//n2++wNHajza1Gif7QICFOIpxmMkRarDCqLP+0UBXSSMLih7VWYllT2C1NhC2J326U00tgh0bcQFx8IPkN4QXeVhpHKC+GxgJ1miKnMuNi4yL9hFksrvvsqEPDxVKnd1oycGsOTihu8E0Zm7LCGBcmAqksRtL/f//8/fUBnLGJHYlQTbYWSbljBFdi1GMOqU5EtSbKDQBN8RXE7wWzGopLGNR/fBbJMSlAXWKDAG5xt0yRZKLaQmQgJR+ZuoUzn4oH1H0obWanAeExSFTqQyMTtt+ei3v8FX//FvEAYvYzfHFDcNDS8SuyUmKrqyJNg+16/3WHtL5RxKKVYrR1wH9vstgkGPa1LrcYVFd55gxujNDF/XqMLjlg2Pjxc0Vkh1hSoqvvTVfQ4vZjRdYNk5zh9f0CvGjPdrnjx6zGK9odssSBtNWQx45SuvMDnc5y9PZpkOV43QBrpFy2qd0CowHE8IYUlIIz57/0MWQdi7vQtScHk5p96pkWh5+xt/yt/+2usc/vwbPPv9P2RxseLWL/ws139ul/GwpfMmG8BSTZCW0CVgTWjXoCy+aVC9OsuBSHiT4LKl2KtJolESCFLl9yoXSWiasMF4jw4jRlXFaNdQf12QyxWfn224drNHE29y8uycflXR2yn5+Nvf4cVf/AUWD55CEjanHXG/D/RQXYuMK1S/RO30YWD51j/7ff6333lKm0qMVTkpFDu0URRG03nHOmrqVYNWJeF8RXKK9XqFHvSQRUPaFruTKolBMyoVg6pkOhkx6Bs6X5BCB41iMHZIWRFNIgaDTh0qRAKW4DdoU+TTN8l2+quIyqNSBnhHpREdMjza5aJ1VDU6dESdp/BJxRzi8YoUcvY4fNE9pyiTMfJGobB5bYBGuzWpUJhU528D7Uj5DTnvuKxFlo7gE0Y62n6FjoIVnUVGVUkbOpIPWGVwLiK6QNeQOk+hIZYV0Xm0xPxyTqJUoNsEdYkPnlLXaNsgseNH33KsT/8lb/yn/z60CaP67B44YmnZrCvu/953eeGrtwmnc642KxbaEpuSaBLTg+sYvyIWNRcbg04NEgIrB/T6rKa7hPmKz64E09MMbveoTo94drrgo6NL9oaDfEsoKyprePn2Ab6uOH/2kM3lmhAdyhs6nxiOhdHNXRbH52w2gbIaMZrCk08+yY0Nn5hObzEc9hiPX6FNCbGG8/tP2b3zIsunp9y8eY9bP/sSq2+/z3/w7/40bXWN008+R9++zk/9+s8znNZU+pzNUojekSrJlEPviNFuv9mrvDvUQFwTW5/5PsYg/YJY7OQcdOzQKRI3kUIr+rRobcAIalgSxOLF0Tus+erP32Hn7Qd8uujwbsb4UDG6+QJXT+6TloaP/uzbvP6rX2O9WJOaQNsEwu4IdUtIZs4Hb/6A3/kXn3DS1nRxyyDSBuUdvXpAUaksT445gaZE5XfLmHmwLoFEQS9XoAsKm0vSrSuQIlGXNdd2LLefH2B70Kw3NG1LfzCkGlv0oM4CJXF43SekXCsUrfF4RBdb6kHMr7t+i3RVmhg9MZmtzKsipYgKbV4xhUTC5KRV8rgEyvy42/nXozF/8slJJLiAsnnIQ+gy1s9UGJet1tn1sAUD6zXRKpIEUmqRLoA1pE1ElUKKXfZFuA5SRCmdwxNK0DgkKpyx+BSg6UgI1iS0qHySxoi3GZkoPqcrKhS+ZylWnof3C750ckr13GuYo49I0v3VD3Lnzi7Gz1iuW7qgca1js1xQjKeotCFt3z/ibE5QWTM43d9jIDNUXOJ14Lnrwkno8XT+mMdHG87OLqn7fZZNREJgr6c426wZHe7TdrBxAWU1vQBLUWjnqesBs8+fYnbGVP0+01FOL50/PkLbiItC06xYx4rz2VNMVbCYzylTj/p8zOziGUU5YXV2hHQlHz3oc+MrA0x1wsu/eJ3VsyVm2uBXLcFHgi2QzhFCymDmZoVKGzQ9fOojfpXNW1pItkRJbh+lzSq/J6Hol5a6tuiUts6STEkU7ygqjyk0cTxGbuxx7XzG6sOnNGrBg08N+uJN7l77Kj49olsUHD89ZneyS6wCrQ8477j87Irz+5/w1odrnl5qAgnokH5N6jxiDTG2OF+AJAK55FwUQkwWYsSlQGh8VjGUec1jdEHTOWLXUZg+tU2MpgMqC9EbXHBQDql0QJVDVMq/cz4mtGxQqsw3BmWQ1ELwUAhEjySDJ+XEjxaUtiAaCRoU2SoWhSiJmASV3BYAZil0wiXQyvH/cfYmzZpd15nes3Zzmq+7bbZIINET7EGxJKokhlpXlByWHXaUB3b4N3ngCDvCA49q4pkjrHJU2OGqIi2ZlCiSEkAQDYk2kc3NvP29X3Oa3SwP9ofySBhghgkysrnnnL3Xet/nyfzTwfcvv3OOm0I+SLnAfX0sTfdUHusiBRqhrguGIVssSm0NBkMSLX/NpuzAiOX/c0pxPxaGQ5m4qSGPacv5LAVcZ7RgBWPCaNG01VoeVDOdFgy/c6W54CyaYbzYUMXPkZ3bMHcwabF54PA7M06fJoI2iLRcXwbc9ICmrjFjIMZEN4xb34Xh5v0Fu23AOVj2id88POe8G9mXgZtGadlgKugtXG02nG6WfH56wWrTM2wi42aJw2JxbIYBVc90PsFNWk6OT0kbuP/ya+zfvcvp06cYk8gpojEh2ZBCZDNsuDo7po+Z882Ss+NnNNZy584c7XvOTp/SVYblkwfUdw85+ugCtQkNgTB6xtGgUpFCIo8jfbcuA7CuJdYtkgcSNdgWY2okFrhaksy46TGm4XDRsjOtqBjBUEgFWIShrMWGUviyPlPtTmh3GuZTz24emfues8+E48tP8M4wqyzv/fRdUi7kftfWdFjOrhObDloi4i1ZR7T2xHEsL4KYsVVd7mjisFUFriWMpa42xEQcpaz+ckKiMhFF4kBWi3rHfNKwO2vZvzWlri3knhQCNSOuKSknzbk8gNaWL5+Wr2g2PUkd2ALqShTOlTEU5i6JYkEr6gxjE1YsxqSyw9dix0YMqiXaajUhMWHsP222/nL6Xi5fQaCwUgaLjVrCALpFLPjy5srit7IZJWrZY4oYbCVUWQtis3LImFFnETGINVuQk0G8JzbF95nRUkIVMJLJ3hJSJPmqwKXjgPQbkiScGXHGFhp8yigVyk2cvSzh62iAJZt3jkibHsThDEz29lm0QqXXLGPgulfCJnMwc9y5N2NfAhIHhn4ADSSXWLmKB6enHD0+hs2GnXZOGnpiHhmj8vT0nD5s6Ic1Y5fIQdnd2+XO4W3mTUUMA0094+zkkmq+4N7X36CpDSGWKV6kvKiyMeWNLY6+VCgQ65m1Dd/82n1uVyt2tGc+3+fWt15neljzyrcb7t6y3NgfkS4RrccsFiVyB+VuGxQ2EWkEQgBrcbXDOCX2kRjLyiwlx+50xp1a8bGwb3CuUPS8IL6sg4yxZFP2o6IV1kRc2zBpK3ZrZaKZuhr51c+fYRqwc09jdrk6OSXyRfJGqdsGL45nJxu8bAHNo2Jiwgo4LYA5Yyw5D6iCl5Gm9hhvkJRLtpXSPw4x0I2JQSFki68mOAO7By0TW1JqY7J4EnXl8dOKSENSQzaCzwHJBSqXXItJDls01mjOZb2YvlgXQkqmmN5NwevkKKRgKQUCiviXsPWLJpzdiru8kL4Ev/flUGk7QVPafrIT6gzqBWu1CEgZAE/q+2JTcq5EmLYwaCu+7MR8jXEZNJOnNTkrCVc+984gdbE+WY1FvhvL6yAGLZ7OUFiqtRNslIJUrCuqpDAICaE1GQNIGDBmhQwBO7uJmQS6R+c8+XBF34Nay0odMx9o2NDniourRL664uBgwqzNmCEwRkFJDLbiatUxbjY8/dUHfPTRMe9/dMay3SG3NcN6ySasWfZXJKMMfeby6ooce2zrsFPDzo0bxDwW27YOZAIPPnmH7GoOXrjHwf4BGiPeV2SUcejKsXgoMqIYhYPdCa88v2B/Vzl7dML+1PD6d17j/k3DQkfuzpa0uzVS1ejU4yvB1gIhImlEc2QYiv48B1Po9OLACGkYGK+XpK4j9pE2JBatQ6pcrjO+hspQRCpKzpBlC9BKoEwgD6jUuN2GybTGplSaHGlkWgnvvfMAKwnrAk8+fYD1lvFqSYoRqxkVuOiKBt5ZxTnBNg6xhf9VcCgGpEbjgCQpX7GsRBWyL2gbqx5rPFVdYWyDhkjaDEz3ZuwfTmnn222AUXLlkVZwVUbcCg0lrldIRwElIWMp/4vLaDIF15OKIS+nsnaxNmHMiKaAqTOSh+LfTLFc47YrlvIh8iWTm4qKxPEV5blWAyLTIiaNZe+TdWuEsrmcl7fNBIkDqCJ9gAyV5sL3jCN0EbLijMWqFP5sSqXpISD9iM1gfF1sZVlpreJqU6h/tS+rGEC8wbi6hKydYNsK5wx2+xceN1eQHLnaw+Ujouxy9HePuR4zVR7RsKbJHdYLG7dP143UlWf/cMpEN/Rj+ccRjVysK6S7hsWcdz874+8+vuLxtXKUA7GqOXv2gM2mI/exvNkr6MdIF66Z3ZwwrkeGq45sI+qkWK1Mjas8Z4/POHt6hk4XfPMP/wxjK/o+FX5vhjCOjN1AqlsmE8ef/Ys3ubNjOT4fOLixzxt/8QPuvJAZusDBvTvENCk1KanLvnjSFpqdKuOQSMOI9AMplmRPaB3GGUiGsSta+9o03PSBG3VZrpMdSMLEWJA1tqy3xGzpiDFgpi2+Mmg9xUymWNcUEj/CojG4ESDTrQwXj09oKsvqcsS3gqkrtN3BtA2PzyKnY6LZn+Jm0y04s1A0BDB9LrJp6zC+xe/OyWzZx6aAviUHxEJlMjEk+n6AasJ0VrHXOuYToTGJYIU4wqRx7NSuSIjWQh7KGqTIUbeKRWcRRxFnSYVs5c5Jy+OTQwF4SXZlk5HKtatEkoszNCUtX10tV8QoTSE14EgpfLWHs+x4HJILkt4kwdJgcIWmli3kBjEV2TXls+2FaDO5djAW+2+wCTFTMuByQSMmX3igqGAqj7WW0JXibrJCFrNNClkIuWRXM8Qhl7dtHkseNxoqm6g8iHcsHz4GP8e6jpQr+vc/5Ona0TroUmK8WmHo2YyW9fET2qzc28k0vmbVBa4eHzFkZXOlpH4kNDPUZOpvvMq1qbm8Hrl1uIfRyOp6XcrnWEwYqULEGWG1VlaXHbPdfYZlR7e85ubisBDm5r40NjTzwU//hvNnn9PMJnzrB3/I69/9ASkqI5lBM4Nx1N7wX/y3f8h3XoL+2SU18M2//CNu1w9ptOPoo1Ps1GEq0N6gZiyRNTFI6sjLDSy7ItBRi8YIZoafeowMSH9Nuz7mjo3ckIAfFKns9t8G9AuEpStfTrEJVxmMA+NajHVka3G+wbQWO21oD/fwjcHXQiXKso9I6zk+vUIIpCEzXq1od2c0PpIby9l1aQT11+vS900juqUGJFsSYiEkMhE8hH6D0pdUGZBTKFhYjVhjiSqE1tFUnvluzd7tKX7qiZIhBOoa2nmLVkIMkZAyfRwY+qKhD2EsUbttPRJTqpDWrcGCWC0SaC0BB7G5yJEV0IyVWPiCeSisWhKWkWQjwkAwqWSR+YrH2mDqkufVZWEIGSXnDsxArjJGNkURbptyF7ENaueYdoZqofUZLJU6UloXEnhIiPdoyljN2Fy8kDL0NPXWv+kNyTjqbRdUUoCUGFMhthkRrLcYyeXSLRWuUmoTOXl7Q9x6Gpns8fStY9wATBpMM+EKz6a3SO6pZy17d2+gw4gNG3xdcSUNj54FjkPFIJHPPnrMZ+99yPjklFaEZma5+/yLjFen9DERUsTZxKxuwYGpEkkGjh4+wXpDO6/oVoH1sGGxs0dKGd94dvcPYGeP9VUiNY63/ubf8Zu3fkIKPTHBOCqVwH/93/0xbx5sOPrppxwezHjzP/0eBwdXyCjsL8Dbms9PG9b9rJxucoQEeXNCCAX4rMkwiiU1rqy5WkflLfHZA+yTS3bV4xuPVA25bsko4i1aGUwudH+VLVd2+0IVV2Fbj/gKaxymqRBjsVNPvTNnOqmZmcRuWwaEMQ50Sbi+XtKaitOHJ9hqgjYzxmBRgZDWeFG062jaCRbBquBNg7G2lEKiEoeIsxX0mZADMQRyGMlpq38whpiAUbDGsNNW7Cxa5tuBDgmapqKaFFOcuLI1cDGRcqZfKylaxk0mrQfSGBnGSEyJPJawg4uB0nUplI5MgZ2rUWIyhVBoACyqFWhF1BoTLNYMuCDl3uriV3s4RYbC4FRLTmX1UezVDSY5UtrDtBlcR+4TjGuotAwejCd5y9A2iAvkuuAaQg1YMFVFnDRE32LbKTQ1KVCYLVsQ76CCSCIkRwye3Ve+Rn2n4A3DaEnZ0lQO0QAo2VnWG0N39Dna3oAx0p325PkuLUoza9mbCDL0rJeBw32LCdeE6ZxV1/Phw2e893jJjz94xj88ueLtR5HHl5CbPe7f2GenrsF7pF5wcnJNJmHEUrcLXNMwm+7ikmLWkXFY8/ToE/qUGTaXBblhlNZ6nKs5fP1FuNxw9ehjnPcMAYaQCUlIIVE1nn/5n32X33t55OgXx5im4bk/+C67NwL5fIXiqFJHWw1M5pmn15njpUfsvAxEBiF2S4wH01Y03uBsi/eWygwM771LdWRYmIi4DGZEzYhrPU4MElYYPLo9JRll+4PoClQZh4YeNCISCvhq2iKz8oVqdneYoOzUwqJWcsglDrlZYibKRx98TkiBelxRNULdznHzOXVrcL4mDpmpaPna+cItwjY472naitFkEpkUDU4srm7xswnVzKA+o8YjyWFSz43ndpnNHNlEwpDQWMgQtQdpDT5m3MQzUHT3ThLjMjJkGDdCXCsEW4DoURiyEiqLSQFjqjIRVhh7A1IVvT2hnAptxtqIEjEmFopComBnncFl/08+f1+OxrRNuX9VRTRDHkqnDU+SsZytU4UhghWyq4jDmqwRkzOSDGa1wTuHTCgX9uhJKNUXTFrZHgsMBCv4pCXaN45glGEsbJf5t17i7r2nPPxxT64anJPSPAgDuIrGBMCQtObJj3/N/JvfJ+pA6pSm7kuCIxVZb/YNz+1noi5gXDKthfX+HYQNL00C0/Oeq/6KsIp8fHrGfL3Dcj0wpoqbswlihE5DwXbUhums5frynMoJgwjOC5NmymY50HcDi/mCsAmErkyzv/m938UfHHK08xHd2cBFf8agiSFnrK/wzvPD332RP/+9A57+6oyhqnn+j75Hs7chXTuib1BGYruHrYRdu2E+WzGKQ02LTBrqnBnO1mRc0SKIUFVKFkHf/4Q2VrR7LeopRnJpED9BvCUFxZq61PVsLoFtA0KNVrHcVSWTTVu+FmIxtsJIAnH46YR567gw0GCY1ZZThBgdl5eBbK6odMr65JxVtWCxM2Hvxg764VPWibLLdJlRHDIMuKbCW4s0HjPEsgXoB6IYMrGIrrItBXjrUDwxF1dsezhnNmto8kgePehIM6vwTY2rlBiVVBtktaGqhRQtIIgXJIxkp8SxnLRGq3jti6tzLK5ZkTLcFCLWBWJOGFsGU5osKafS33SW1BcuL9qQxoSpLCl/1WytDqiVQvem7MwMFSZEjFpIQhZHjlI6eHEsaQks6ipGEapmSmo9FQZralzlqDCgqdCAHFjNBARvDOoMWctxVo3HO6GuIov1KZ/+ZA22MIxyHAhU4Jqt77HBVRnjRh593NA9eB8znVMfzrAxYUnoqkM2PTcPLYPWxLMjtN0npYZ5uObGeM2k37BnEpNoebjK2GbKkAPLMeFkZLO5JoyJ1CloYjFv0W18y1ZFZ+hqjyQl5oihQIfHNFJVhuvTMzSv0XDKnVuvMJ8esn52hkUYUyJmww++fYe/+ON9Vu8v6a8it773CtM7FroBO/fQNFDv4CqL9UJOBnuxKtSAugwi1BqIsUCO00AOA8MqU7/3ITtS0zQGbyPWlNYErijSsRWmdsAEdQm8LdNFPCJ5m2qRMl3PilEQV4zaADKpYVqGQ86oXXrEAAAgAElEQVQbTO2YhRG/6dikkQHDkEbmB3ucPD3HNdPtHnZNYw2Sa5pbtxBbFcM1DrKgzhD6gfTFVB8K49i6UseSVO7BOTFqmbe205rnDnbZnxUbWhaPiyNt66lrKa4f63FOYGrB1jjnEOO2qktfJtO2gOgK9zqTgmUYlfVQhm1fSIw0lWtczhU5b7ug6tBYb8c3pYKWk2JcgtiV/f9XeThz2A6EgkVy4cYmm0hVQEVRlzHa/cfpllizRexnskDdtmjlwXiC305es5I0kjOlVd4FUoj4FEkpIsljU0acw1qDAwzC1UXGiZBN4TPWAp6E8xZrMlYjjfXUTjF9z+n//fdQKTv3FvjakgwEp8SYsENP6xJ59x4+XdMbx/HxBeernush8qvPznn36YqIcuveK6xWA0l6hiyE5DG1oV7M2b+xzziMnJxe4uuGzarDNDVmCNiqwTWWxf4+YRjYXPdk03Hzxl26TcVHb/0a23ZUk5q2tgQpX6s3X7nBn/75S4TPrrneDEyfv8Pe6zvw+KzIpJJgF1NMbaBtkWbC+qoj9CVo4Ooa44Sw7AoxbwjokLBdYOfoc5p2F2ka7KQpRWFbAQFjS9C7rKKKs0S7WL5GlS+VQauQY6ECpFSObrbQ9sQWlZ5Yh2kcbuIRXzOvhYmrsI3DGENE2AyAi5w8OsJXZWosw8idmUdtZnjwCJNTUfs5W7STZLxmGi8kVcacMZShXePqwioyQvYVYYxozkxay63nD5kuGnIoaSSqBudAvGKC4hyFoOBNoXK4iEhJv6kOqPEFyIUyBiGZRLYjUTMhJ7qorDaRfqWEIROGRI7Qh3IPLQ9tKmtEhRgrcJEUTSl5f2XtvHUYEdR68KawgzAlfKA1Jn9BPC9dNmjwOZJw2BCQqIxDJDd10TgkiBqLjkEU1UR2HnUOPDjxRZRkpVDANROMkLJQLYRsKrLUBX3SNogVXEpbCkGpZFVkpnXm6OOK/rNfU92aYhRcFsxG2T1cEN0EMS1tnVmNNco1x2t4fL7k7z94ykVssO2Cl7/5Jjn09MkgtoGkDJ1hdXnMi3eeI23W9DGzuLXHfG+XPAZqtTQ7C9YXK6yxTOuWlJWqKmDjPsOnn/wDU7/g43c+4L2P3+Xtf/cjFpNDXro55V/++YtMT89YbQx+54DD790iPjlDp1Is4nMPxqDzlqgjCHRX59jJDm4yL5iRqwvSpkeHgTQk6rBmcX1OVddIJVDZMpGtXUmy+EmZF7jCEcYYrC08p6wFSaea0SiI9ajG8hLGlKmqFEKGGEG8Qeopdtow353grWF3bpiqpZlOyMYSo2G1vKA7WRPHfisJykysoesCrqmwFeQsxY5dO0LMjCKMw1CI8RmoHKbypBSpKoNzljCWnHdb19zam3AwFbyJ5GSK46VpkLb8PBtX7vhIwhhf/sx1g1SCOIdMJvgqQ1VTeUvT+FKglhZNShKDJggxstHMaoDrXunXAxoTOVDCNDmieSRli+pAjmwdKQPuS7K1X77njEAMWAZgKEk+SRAbhA4QdBxgzGAbxEG2HtJIiLmgTXLC5LDdaSay9WQsTgwmC5645QpR/hC2wRpbpDaAsbakd887bA4Yk/AG7JCwviyFyeUt5aqErSqsh9pEjv/t+3Qfnpa2hXoWBzVNNaVa3KLL+yw3M2Kzx8OHS55cdLz1pCfu3WMcO9arCwbg+mKNV8vh/m1Mjpgc+fz9D3AzyxgcBsPhzk36i3OSBrzNxH4kILSzGZvlJfv7t3AVxGz5+INfEMYRv7tg01+Rc+L8PPKNr32bv/hPXuf2JHD2cIm4ipu//wLuyTOkC6RByZMJKdoCiPIeNZ7WrdksR7Q12MWU8eqa/tkl6boj9oFJd83sKuCiwTRTcJPSufVVKSq4kqvFNdADmtE8kFNEpMJYT95WpwQt1qxsii3MOtQ0pSmvGVWDuAqZVJhpSzOZUKM0jWcxq0qJAsMw9nRdRz3f5/rJCV4Dk6nhuu/ZX0yQlEm2Ki9yq3jJeOsx1pJcxXo1MA4FtSnOlXCEtWjIDGOx181az43n7tBWAdWMzxsshrpSbGOxqoRYrmwFH0JRQyQwLtJMobGK9QZfKVVVuL3WQYXiW0vKhcOMtWXPbZWcMsFY1p1lM3b0y4HYd+iQcTkDDsUSQwnqfOWydc4OvCM5jzJFsimL1VxG7fgRaaYFRc+wZQGVgLDziqkoRdOYMclsy9eKVcVIZrRCwpLVYGjwtkT6cgKiQQScKZnJsIXyepPoxbHqIteXgeUmcLWOrK97Tp5t6PuR6b0amhX/8A/HnHZXLC9HahuYuJLfPRsmHNsdTk3Lp0+e8eAc3n+yJrYVu9Mpq75n0/VU8z3SmGmmDZVXQu1Juma5Gvjsw4fs7e/y2rffxKbI2A/kMZGAru+RCNP9m1xcXnO9PqVtF2W9M1YwJm5851W8dQXOPPbcft3z0s2aZ59uiLM99v7ke7iTJ2AtMY8Mg5J62RaAbTm2NbB/Y8J8d4KpGsxqyXi6IuWEi4G9EKmZINMJWlXlLk+PyIDk7T1FvziWGopXQdExI2z1fDmARvKwQXMuQYccirox9kjsIHSlkylKTga1il9MsLMK19ZUFcxJmHGAOGKsYRwSrTMsr5ZkESa37rE/m+GBlDJ52WEqV2jxWvbnlTOYWre+1kgaI5pGfF1BKo7QlItL5eDGjN19j3pLiB1jcrQu4V2ZgkouikGThvJnjpaYtEyfTUG0WpOxRnCNR+oGb0t2XEzxvVS+eH2MCqkoZPA5lCg6kRwj0Wb66OmCoe8CYVtCUF+Ugpq6r/ZwpiaSxJV/oFiOLyoWTCJnT06C6grju+LPDGuIGYfBiMX0hScUx0SyWvCZJKIp521JijqDF4VxBFFc7DCV4KyQgFEtzigmD5AHvCqLSlm0FYuJZWfq2alhNvUcHjZMdyrClecXvxgx0x2W+6/QvPgaNnn6NOFa73HpG+zwhFv5c/brnplZ0eeaF974FuvNchvcMrimZra7wFctTx8/5WB+k53Dm9zYu4OTmttvfIfls084O3lGt1oTPFhXMfYBZcXuwU2GQenWgedeeYPpzi5ZA/OX7vPgZz9GWynUu2nNwmbefvuCi41y+w9/h3bzgIwnWkfEERWGoSdjkNqQx0DMQlMn7r42x3rl+myFhp766oJFl8sez5ZcrqkcYixSVaXmNy2+zCL6ktKY6AZMH8tDKoJKIseSvjHbHz5Jpjy4WdBYps+aZDuQ2E7kvcfOXAGzkamMQxy47MjbPGkcE5shcPnkHNTQHO4xaSsuIzhfMdld0NYtrqlRtiIgJ6R1Qk0ke484g8WTw4hIJmVFxWAE9g92mM4rKhXCqIRBSZXF1zVWBnIWoCgSsB5xI2LKxNkgGB1BHOLtVscpUNeom+BMxPtc9vg+Y6ziTC6IEhw2D2S0rCCzIYglYgmaGUZDPyYYFY2Rkb2v9nAabZDsgdLrNCkjWlYgmYgxMwyePJpyxLG2cGe9FI4LJcTsvCC5tOrtFrsYhlCOJGqIeKI4xiwEU24zQQsXV2wq0CTjIcPGOEKXMHkoAwALOI/ViEnK1CTaP3iOl//5Lt++teC7iwu+9i8W5FzxbLzBE9NysP6YxfqS1vRcn13zs483+Pkhvmro1tckip8FJ+w//yrXV2eknFiePGTVDSwO5rzx/e8ynn0M9YQ+BpIxWNuSnMO2LbnJiAmoRNLYU9/cJazXpHjJ4f19Pv3NY2bVTcRNuTUzHD7+DXaz5N4f/TMWsxNM8LjdFp3tobMW1BetnSRSyiUE4Av1rGk9KWUYnzH+8j3keENII3kcy5wgx/IDOF9gtQI/L2F6Ny1xSCOQPVq7ct8fNmi/gbEs2IWShJFY+ocFJp2QcVMKDjaXB7kwT7bwL4edttSVZdUZxsHhbMYMGesMURNdP3C2UdR4amuJQ2B/6tGqwlQOU9vycxRK06bchyFtRmSrivfzGt80qLOM2UFdc3g4Z2e3pZEyt5AESRRft1A5Yqakc3L5vduwRhBsGLfAbEjJkk1Cx2KjFrE47Quax5eTXe1KXxRjSKnG2DXZKMGVQohBCuImK0Jh3maUMRpWY+Z6PSN2m3/y+fvysjWJLKX1bYSyz8kZrGLxaN4U2G5tMYMSXfEemmHEqiVqpDWWPCijDLimxYyRyiumsiW6qRHF4jNEScUkLBmfAqb2SEhoXZE1gBpqzYiF6Iod2KSIZIe78xL+B68y/vod8gdv82/+asnLk57dnzlu3D5i5+73WJpbTKoOc3xJ1VRcLDNv/2ZJqqa89MoL+P1bnBz/B6pql+m8wUngydPfEmNm1kyxTrl14wbENR+/8/+izZTV0UlZKRnFq6Vbb5jWU/okHH/wG3IAf3NBTIkuKYuDF1n/9oT7L/4On3z8c5o685f/1Q94/I+f8coPv8HdVz3psw1ULdJY0rgkX19hRo+ZHRKTw9QtrhJyGKnnkGPHB//bX3HysxW3XrzP3mlHtbvDYqdC2gmuEmpfYWtHbivM0GFmFrUjEl0pX+dNcerEjGlm8EUkTRxKD70lxwGty2INE0hYiBtUWkiKSiDnhIZLYuwYVNiEwNHJhnWfwBt8SOQQiBHqacPZ0zNiVqoqUx+01MvrUinTRLdKuMUeebOinrXEYUMMG0YycczYiaC9ofXl4BUFWhw7swmLRVXkQdkzxISvMs5pgZlRQxjIqfRVsytrDzSU/KsoBgs5Y7wwjh6xA6ItYiI5boeiKA0QXU3SnpxrbO2xkmG4RpsZEhKmyWiyaBWQAGIsyYxYEiF/xbK15IjRATsaZMJWbbaliUlGPWhnEdOjBLI2iFkTvSM1FukCISUakxBpyWlEbBkfi7OFzC3lHjVoKHq4zYhki2yncCZGRHtcvQUomYbswSclWkF1iqscr/6rl+jee4t3P/yQH7098ttl4uHKki6m/MFkjze/9zLPvXbI7J2f88myx4eOX/7ygkt2uf+N1zk7e8SkPye6Cm8MN+/cZbK34PL0HJsHFvt3uDp9wtXlM0KGcYhU2qG2ItiMrxsq54nDiqy7+DgB8bTVjMXkgPHsmGntWdza5/OPP2B5uUGM4S//8vd4ZSdw9PJt7v7ufeKDB9A26KTC7O5hnl4z+BF1YCYHeGvBamHF6pLu2QXv/C//hjG2TO/dZhw3nA2RtO7RJ5D7yP7BHvNJy86NS6Z3b2N2ivHamGIOs0I5loon9yuk6rDRQ0hE6QpHWIvbw3a5NECoMeLJcUBM2g6EErnb0D06ZvnwiKMPj/nkeOTCwhB7YlcoAQGhcg6xgdXViNQeYysO7+zz8398iujAQbXgIkby5QU2ZagCcUiMm1SOsl5xgyJtZkww5pLu8RPP7k5NUylTEVYpkHNP1ezgfWFfSQqE7LAmEkfFmA5jZ4gxpBjKoEYCmguH11ZrtJ8hpkNMpKqFOGY0OMSN2ASmdoRcY+UCSTXRTyCC8RZSzWggRHAONEZcOWaQ5CsmhEALA/SLXZMAVSmMlmV0hXOW2CUckWi7Is9NCpuuxJjEkWykmlhcTKi1xSBY5smkvC3Ztg6NoL7cb8hDWa7XnhFFneClIQ8DTjKx9hhpSLqtFl1e83A1468/clx1mbsVDCM81xhe/fY3uXWQePXwZzy9seGDzy7xOwvOZYKdOera8+If/wV//6//Z2o/o5lM2dm7gZt6TGuJCqvra4JaMDV7Lz3P2YNPEAu7N29wenpSWLr9mjEqY1py6+Amz736dXT4NdQ1J0+fgPds1pGrdYerGr71XMvvv2H57CdPeOO/+TP06UNoGqSdYxdzcBVhvYQMrjrATbbHfQRJl6ze/zXD3x7x9ddfY7a3V0TEsWN1MXC9GTi/7nl8fsGHR5dUleFg4rh384hbr9xk/95dmn2D0YokZfqbU7Ey+z6gTQI7weaxfA3HWBR/29CCmAHVcoRNMZD6K/qTJVcPn3H+2RnXpyNXF0suh4yPuTTOJCOacMahYlgu12yGwPr4MYv9u+xMfbHJRWW53nBj4rn05YTVb5RuSLDYQYZAaytiXFMTy3VqXONxTH1mNjEsbAnKRwVlTlN5nEs4VxHzgM2KmMJ6QGtyCCV6B2w3uZAcYiIhtmQJOAQbpgQTyjqPjIkOsSMaDM4OGMpeHwu5suQoqCheM+IsOSqIJ0UhmRETviK3NuFxVV3QgjYhYYPmpshDHZhck1lh1JKTK1lGXyauCYORhLMGaxy66nHeodqX6k3tIUZqk0ljJK0yxjkwNRo35a/HlKRCazNj9GB6erFMrEdUSN5RzzyNBo7++lP278z49utzfnJ1TgqZlTM8SIHf10xz9S7/z//4kLVmeueZNC0hK/XskO78Kcsff4bYKbV3PPfyy5h15OmnnzKZ73JqLlj1gcn+HnXrWX/6Ge7mAcPTY27e2eX65ARTOYbVNVYM3fKUx6GnXkzZvfsCcucmH/zoLV588Xc4OfkEnxuaSeRP/vOvw9kVAUtlL0lRsNMJMp0h7ZzNyVP6VY+3E9jzpKbC1Q0pXrH8yc/ggwt2DmdU0zmuiaTeMt+ds3ewIAywfHLMYZM4Oe+53HQ8vQ48fvYZi89PuX/rMV/7/svs3F3gbJEWSyprlVxZrIAJgYRgqFDJZRXiK3SMmAw6bBjDNevHzzj6+JgnT6559qxnNcK88kynDbdvWe4djFycwfvHlt45rrMBSaz7ATXKqAtMt6Y2hsV+w8XK0Y2Jxf6MVjoIykBAEDbXl1TeMuahFPfFYl35MjlTsZjUzA4PqJpE10dSF/ATj3EZW1m0j/8/GysrpEw2BuNKWB2NkCaQVqAtCVtysdaQswXTY3IiJVPSVTmTcrF55xz/Y1TS6khlHKnWghylwQxD+bXEoj7j1NGbfzr4/uXH2mDRoUcqjxVBiUAqI/nskXKALgpxKcMDLUMwRKUsuEXKxXvqSQjWmjLISAEJCawtUy+hJIfGAjFOZIz3jJqxqYCCxxzwtdCrY1Y3TO/s0raGcLVG8kDYjFysa9YqPP/aPfLRFZfdSJxMWT79nDHVPD5ZkpLw4PNLZL7Hrfv3ycHy0S9+ivEtB8/dZO9wl9/+3S+ZmQWvfuP7PP7wE+rKI2ENtHRxZPXJM6atpZ3u8PzLr/Dos4/RPmBqy6R2mKw8ffKEvfsr7rV3MFIxpEtOjk9ICn/xz9/g+UO4fmfJnd/9Fvm0RxYVcVrQkEET46rHyAS7v0tzsF/uoMMJz/73f489SyymE0I3YqsNYZMYYsX5B6e89MM3aMyG3it3n7uB7T9n7qYcTiPLTcVoHWfnaz7+5We8fH2L3VdvYzEYkRIsUUEHLYOPbXtf1SJRSql6HIkqXB8948n7D/ns/TN6DPVij52dnjs7C2Y2sT9zrI8ese4MXWvwE4/GjITIKB6NkcrUsLwkTG+yycL9gwXXl89QYxjSwPq6p3UO431JIYnD1jUy9NtuqSVmxfsKsmU2n9K6REiBPpfjXtt6qjoX5rLzRdBMBgzGlCETURFZk6XweFU8KmHb9jKIlr2kpsIpshJIqiSpMDmBKTtv2dqrRzshay51S1VEA9kLNikxwwaLpIz5kkfwy4+1futHsVJ2kW6KSSPJOIz2qKmx1ES53vofDColjuVdptsANjOtDVY82Vi8zRAjqkoSwW4J3UX+4nEkjJHCWkmhTHetYggE15DHRKuZ6SszqhaSsZjWIVGYTIUf/KuvMX1uh9e/8yKPfnHCx8cX+P4aO/TcfXnGrx6d8mClNP6A/XaHemfK9Ye/ZW/nAG0qbr5wm9NHjzi5PCF+vEZffoPpYoexG3HWsLhxj6MP3ykj8qGGnNi5cZOPPnwfqQwSI342hX5gWA2cfbBm+eT/5LmXXuO3776NYvn6Kwt+8Hv3ePA3n9Heu8XL33+OePwIpgvqyaxkVVcr7BiwbU29O8NOlc3FUz781/+WdhWYtjVn67GoK64u8C5zdjbyt+9c8F/esEynjk/ffcjs7h3OVpbb9/bZG3rGRYmOqcnYJITlivjsijyZUZme2E4wcSxezS2eBDUY36GAqidfXbFa9zx77ymX18Ls8Ba7boOzkaefX7DanFPtVDw9Gfn8vMOK53oFTasMvcWpJaQM3qPBsl5tOGwcPm1gUgr60ViGrgTLcwV5GIlD+Y7JUEIt6g3ZwDhscFKzs5hwcGPO1BdSg0+RqIHKVGBqMooZtFDhcy4BGSsQpKTc1Gx1C8XYLqbABLAlR61GsCaVMDuCaIXLQyl9p0gyFamvsT5jZMAasy0NVJBC2XPn4oKaWoFY9vxf6eE0eSCbaeHI2lCC6ilipSrxuxwKOiKU4yhuwEvEoEgoCBMzJtR6YirhA9VEMhZPyVTnGMoCOyfQUqtJfWm3e+NQUTo8YhqY34WFo1k4TDwnxzL1pW7AjND33B3PmL+SsFVk57WKdHLNO3/3Nu+szjjtLKeupm4PONi/weELtzFJ+fCDD3n1lTdQ57G1oV9dEMh0Y+TBb37F3nyHs9UjsDV16xEsJkayE46fPOX5b73Czdsv8PTkIaoeYsDXDnImxsDyfGS1fpe22acfT/njP3mN9PiIjTG8/uffJp18Dn6Gn0yw7byEM+IS4xeYRY1Z1KyOPuPn/9P/hQ9CbzNHlyO2rXnybF2aFUbp1x3r0fKjn/4Gr/Dps8j08xWLyrH3wh7ry44XX7tH7paYIZCNx+ZMuO5Lr2JWYfsB1GBlxJgJmgPqbLl/5bIyCSEwPD5DfIszZ5yePePhcUe/HlmPihjHtC7zBhHDoo2MMTBfNBwdr8tQMIFKQy1a/tsom+sNi50Zs7bhqtsG2Z3DqqUbUml+WEvKkL3HpUw2wjhAsJlbDewcNphZTRw7MgY7neEmFdYW7IwaKcMrk8lZ0GwKa0oTpnQVS4FeS0KtVM9SyZHnjqjFzm0S6BfTXVMUgMYmcha8BIZU1BCFWBTIQYnbX5dky9e1kLW+2sOZk+I0FLh0VKxX1FowiiRLZlKsS2ZEcgfdUPguqsTJDLveQMgoggs9wTtm4jCmBJNtkkIukwIrduNALw3eDjhRxhAKc0Uqdr/5XaZ7wvT+Dunvf45pDS4BuS4jbyKRlsvHgd+8tWZn+gHp9vO882Dgg9NzrruMGsPtF29y2BzSLhp2v/YCD//DL9jbPcQvdtlcHOGbO6QEde1xPhGWiXYyJ1Yt2q1xzRzJBQ4cY8/J0yXTG1e8/vs/xL71No8+f58stkS1TCp7OoUuedz6nD/44avcf2HB0d+ueOmHb2Jyj1JjJhNo5kTJpM2ATRk/F8xhzdXnb/Gj//5vsKmCVO50p13GuJ4xCbKlS0RqpIWHl4nsSzD+eN1zvhy5/Pfv8+bXb+GmFZIqHGVhr86CtTD2aJfRyqNVeaurZJAKcRXGW/KwJl5ecvb4Cb997wG/fbTm+HIg9oFalMFATgIpE6xFTLHHDVGZTWvOjkeSUVJUyKVMYcQwRLAY7M4NzJMjdm5MWT5aoiP4ypGGAFlJIW+hcBGxMxw9WS3RBDRGmtoznTjqsGaTBC+Kr3w5AaQMkonqSjLoiyuYGHI0SAxoRcHdkJDaltiiZjCl05qMFIuehRyEJG7rVaEIoEeP2JGoCUkO1JM8pFywL5oL0pMwMlrZHpO/In1PfME0FD6BL66UrfJMcOVYYAoJXGLGWIf6qsT0hrGkMpxhNIExKGxGRlG6PoPbKgG3FO2hT+SqQiQTsPSjMPSWnFoW3/o++y8u+Mafem6P7yIhYNOAkJAQSx1MPcvO8+C45sNV4n/9yRG//PUDzpcrrgdLoObu/a/xze//Hv3qlPmL93nv//gr/M0b7OzM8O0EO22Z3jgg50ihdFgqLI8+/Q0v3vsGOcP8uXskV6zJmkbG4YoHb73PxfkRr33vd3jzn/0pcYh0Y4QeaucYvUOHzP5Byw//8D4n//gx03s3OXjzBfTZU2wu7Q61dUE7qmDrBp1WrI8f8aP/4a/p1sp6CDw6TzxeJSKeTRaiCGNU/j/O3iRYs/O87/u94znnG+535763R3SjGzNBEhwEUgNEWbJly6lYtjfeJJusklX2ySKpbLJJpVJKJXG5KuU4seNKyamSJVPWYA2kRFIESQEEQDTY6Eaj5+47f9M55x2eLN6P2TmpwgILVKG6cPt+5zvv+zz//+/XdZk2a3oZMNzd4Y03v8jFcxNMY5gpw7Nk+e57B3z0/R+SXIZRqfUppMTqckZisTcDiC9UVDP06FVQviNx98e3+YN//R5/+t6U2yea0+xJpmG8vc75i9vUg4qoDTFS2E+2IEPmZ0va2FFphTIB4wugI3WR2PZobXDW0i0yqc+sjwuYuTh6EylGklnhUTLo5YIohqB6EE+tHJtrjpErgQMdA9o4hiPBV5ZMaUqp3JchUFSkVIY9Sq3AcrkUCbIunU5yRokvUb+cV4Mxj0odJSeVYSWAUlGVN29vkKVGSV3C7ykTQ0/flWOtiqq0gTrIXcL0n5GEUBIisRioTSHhETJGgeBAd4gKiGuBjKSI6kOpf8WMMaD6wCBrrFW4piblWELTbUcv0CZNUkVl3nc9MUZiH1gESL2iGge+9Jv7XNyc0ugTnv75AyxVSfYnwCcUgbu3DjnoFMuzBWfPFjx3ccIH73zC/akjZ8/++V2+9B/+IgcfvUfz4lU+/uGf8MmzOY/ufYgfD2lPzhjt7SBxycn0qKRrXE+0mewrjk5v0ZiGamsdJOKdoak13mRiarn59vc5Or7DbPqIlz73c1x/5esEFenbsLrnRN765esM4oKnZ8KFb3weuf8eyRhy1ZAMJOshu8I3dZG+O+Wb/80fMEoDGm85XXRMsyJoTaBDxRKjQ3vaqmLn/DkubQz58q/+HG/+R7/Bz//H/4Avf+ULTJwixo5pTnzv48DRwSFZ1UhsS7a0LJpRcUZavdFUNKhqgK5qjLck1fHpd3/M//XP3+PHJ5qjFtoeGhfShUoAACAASURBVG248dW/y9reeb7w69/g9S9cpbaa+WLJ7HRWcqtUnOmG0GWstzjlULHwlsiZnAOonnp9xOn0GVaVRFlTWepGo0WVqazI6mFdcabIxKSxSrG1OWRrd52qylhl0NbjJmMwCtElwCLiinJeMhiLURkVy2BKBUOWARJAkpD7tNp7FiYtRqP6gLSGnNZQCI6E0RTciJhVzDDQq0SQTLJCSqno6lf4zJTLqqgPgSxxBdD+DA+nWIOoGksAKfE58QbJVSGiOQeiyDiSSqVOlHtEq0LXMwrrHE4pgmtoKoVzvoThlUFFoVKCVhFjC40tK0NWhkoyeI2XTLfMMICD73WcqB2QAHaE8h6Tlsxbzd1jQyWBkQ20KfL4wZSnYhltbLK10/DiL3yFD//wm3z07k18O+fBp0+JnaDikK1XX2e4VhHaKYcf3EGSwnswbszh04ek+ZzT2ZLl0jBfPGR9fQNjPcTCqBl7TU4zfvrt73H7Jx/yyc13OExPGUyukrJFS8O1nQGfe3mP++8+5cIXv0hdzQipwQ3XyNqhJudLRyEvcNWCPgf+3X/3h5wbWYLqOTibc6wcbcwMas0Lz+/RDIfsnJ+grWG6CMwWxyw7xaObH7GxscXVVy7yS//J3+SX//YvcH1znZ//6gvcuLzNctrRnUXaIISYC4lfAqgGaY/LHFN7jG8wtYc68uz2A97+vfc47aGyHrGOPmSMeC69MUByZPfKFc5fv8bV/Ql145AAMSwJYYbEUu3rJRMx4BXVwIOxdPMeQkR3HRebCTtXb9D7TBZNuwgoVXKoiCF3gWq9xg1rYlcAb847zu2sM1mr0FJaSoEOkwPOKugFo0CFgFUBlCEboU8limdMEUInE9G6RAOxFZI1hoiIIXeKoEC5FsQQVA1JEUImI6zoc6TkqR2oVEzvbWcJCTrJRBFConhDNcRYNg+f7eFkgGaJKEV2Gayg+owyM8ROkVSkqWJqsBU5dWgMRjLKOQg9lkSyjqaC0EZsCmgN2mqCVURVOprWajSCbwZoJSSvWM5b/urWgqd3jrnz3kfM9h173/gS6tzF8oHGEbuKdqm4uGtZr874i7fv8eDgiIenMypVs7W3zee/+AUe/vn3uP/hAZML5zi884i6GjLMBkfLYFLz8MFNlHc44xlUFbZ25LMpIWRGowaUJvWRZx/+mJ2dPSbDMSZbuj7Rx4R1A7RJaAnEATx7+ISD44ewNubGtet87a036B8dIq7m+q9cJzw6RIklGEduHMYoclygB5Y2W/76f/49ro9r1mtDdgOCWFwMDFHs1I693THn9zdwdcP1l5/ntYsTrl7bp6k8Zv0iaIcbDdiYjPjy3/oCr72wQ330jJdf2KKd9vTxhGW7ZN4nwkIIWResqNToGKAp6BhlA4u25c6/fZcey3g04NxOw6V1T2OWnL+yxs3f/3YRHLvM7sSyP4at2pM1hC4SQ4SwZEEmtYHB83tYDE1V04ZlOQIrIa+NuPfwGJHE0GjWd9cLHhS9KkgnsJr2rCPM5vRZY7Ri0MDGRkVTOwRFTh1WV9QmQXYkVROlR7RHxGKMkOIAbSpyJwg9Yj26C4hEojhUuyjHWVXe7Ep1hdKeR+jQY8SRV4H8wljOdMqStGURhogk+jaiVVgdhS0hKgKOmDKpS2SxhND+e5+//x+RUUdWFRLKLlKMhwrIBq0dWRwp69W3jVr1MRWiNM4EclUXnKJ0GGowGVs7TMwEgUGlCMlgTKKPHp061FATkmd+0vHBUc9SLAdn9/jkvV2e/dv7/MP/IHPhN15j+dFTukf3CdMZP/jWI75/8xnZDjjKmi7X6GbA+QsX2L+yzeMP3udsumCwM2A0GhH7xPraJguZQ+VJKbC7cZmta5c4fP8T5t2CDIxdTd8v0VaTThZkbZk+mnLjq7/IO7d/h1TDUPlyTwtLVLZ4FQmzvnQN6xGLRcdcPyKrLd5+d8brb32ew3duEaae2dAwchPG9QCVE5HEYp649c9+l0FXM1r3yBhyNWd7reHh0zl3Hp0wUIWne/WFy3z/B5/QtwuGu1ucPovoUcWX/uFvYpyUHHIO6GHPtWv7/PRozkgtaccT+mnCewvJk0QwoUP0AO2BagjVEN0YQu5Z3JvSHrVcfuEim92AO3c/ZffaBfa3hkSjWBx1fOnv/Bq+XdBHsFYxcImBRFoUfZ/wlS0OEVG0Hz8GU/aeOVqWx2dI7KhcwE0aQnuGtw2IkI1DhZ5WC15ZdK1Xw7hS6YqSGWrF+obCNpkcFoRcY0yhtYvuMWlFwlOljiZKocICo/rSFjEKnXtaXVFLKmoR44oppDAACxvI1eUaUAv08xK+kZZlKqcJhxBSQplc4NgiRImYHAk5Y5VASqSoiU5jFie0dvjZHk6RoiujcWjTocWQAgUEhUOZUMLnZLRRZSDUt2ircN4QYizIQaVpjCKJRfcFmWmcQsdEcgP0Yk5dC3G95vDZY975SV/0B3hcPebeux3XXnqZL39jyHB3HRV7tv723+D45jv88X/5z/jLRxscMMNGQ44Rp2oma0MunBvz6Ts3CTJisD0hzE6o/YjF8oS1nX22z1nE9XTPHhP7lrA4xm3sonUxGSNFyOqMwnmAyOLsjLs/+hZt19KsDQnLlhh7jFKYQcNssaDXoLKgnWNj0/Nrv/Qa8ac38c9dYOONPdJHP2H9uYtsOLCTGjX0hLQkhQX3f/tP8DPFYAwDU1CT40rRGkXdeJbTJSdtyw2zSz2f88Ybr3D/k2PODufsXb3Ci7/5a1zcSPjpEmsTeb5E7j9mXCdefuUy6eRTNs/tEqaH1IOKlDJJEqI9SWt0VAWHOlxDKkfuA9NHM3L2rFnL5guX6YLmydNPMfWYful58Vd+gWtf2UefHcGyI7VC32aMt1RdwjeWzll8yHQqo5TCKIUTBY2n6xMxKKJzNINtns4T1aRGaYXR0EeFFVeyv6HHNhoJiawUtk80E0c1qAstUDw4g680diAo7RFpV8GYHoMiZk9Wbcknp4QOiqAdtTWQHEIkFjDRynSmMbpgexQ9STxKWpQNSKwwWggK6Ms8ZUGDzoGgEqkvkPAk5R+JrhSs+xY1HrMx8J/xzZlUQU9ILN3NVeiapBDdIr3D2IaYEyqtlrHWYGLhyxpf4whoAxJ6rDOgNdk4qhRQzuPUgtnY8dGtpzw5nHPcVfiNAa9+4U3y4oRLL+/z3EVLsz+m/XiKO19hX36OOz/4d/zf/+3v8/6tmssvvcTTv3pcgMGmYXt9l5e+/GWMiUx6uPfwE7onC7CGLa05d26Ps+4Uzir8tW3m0XLvwQM237hBPUqc29mn7884Ozwj6oztWnS3gKRJznN4eIZpBgwHNSddR1XXRC8QE0mVPVpM0BjH117eYNcvuWdGvPbrX8E9ewa2KUMxb5BhQyKznE258y+/yXhuGQ1rCtvN4k1EbW3g+oy5MEKbmu70lHB8xpAJz+0Y9j9/mTBaY3OjZzR+CMsN8BliIJw8pn1SvmRGg56j0yEj31ONK8Ksw1YW09QFgdK14CcUvx1gB+R2QZqdoHPP47tH7HOXazf2WL90jRQVgyvbPPfcANMvaBdTloePWeZCXHfe4n1NbDtqBcF5tKXQGFNEr8gai06KpGq4RjM2pLMzolfkZUkBhWmhGbRtLBnZmJlLwqmia9gYjxgMKkLokEiBZ/kGnTM5LkgYrLWFd5ZLQVurUqxOooszhkBWYEdDwmyBlUVpryhNxpPpyCSiWHIfMLrcfxUJxGAklPskFmlbkoCtS/4n6B4dMkF5UOCGMBmMaWqohp8xW6tUWcRmyWjdgAqAQotGjMZZQXSLVityv87ouiGaDlGGlAur1SiNchaUKXYxrUhUWAS3YXn2eM67zxKxr9gYjbh6fo+XXxnjZYe1QcYtpvjwmDyOYAPf/M//F/7Vnz5hNq9REuhjy8WLr+DckL3rzzHealic3Gd6POXjD97hsE34ZNi5tEHUnnnoiJ3HTMYQArvXbvD0R7do1ofM7j9m9+Jl7n34NhdeeIlP7vyEvgssMHinillZBC2J+WmR25AF6QKd2PJgopGs2XUzXn/1VQ6+/SHn3nyDjd2a9mSKbHtkzaLrdZRVSN9z51/8G+whDLYqtCjseITqIxKLAqFUBDXu4oQjW2pKymjmd++yvtEwP0zY/iJheUaoPHl9lzSbotc3Udd3SU/PkdOSUfMQpgdlheLLns2GIpqVZFA2IsslKmkyliwN1fY2+2/9Is1xwhwdsB5bdteE3EV8inT3PP3RU5ZP7nPw6RM+fXDCNAtXtxtOl4EuGqKpiJ1C1wAlbx1iKEiX2BGnHYOdCr8+Rt89YjAxPDtoscaimwEpZmQ5xceEOFPofsuO/S9eYns8wDuDIpGUxZqSKsvakqSsQSSVJlWUn+kkhZgVi6wYKoPOK2193aCzIPNUihfOICYguTiAhKL/S9KRjSenRMhCimCtkHIPyiEpEYKQbUJaIQtUJjLarBgNNX4g+Mphms/YShGfyLoAn1QfUVWhfWeXS67WOsgRYzLRFHSDyW3JP6YeTUSJRnzBGxoV0SvYlzNluLQ2CEiuiEmzs1Hz5tc/x96lTfYvb/Ds9gF3njhsP6SRzOCK51//1h/zwQeBYXMRHaZ0ybE8OeTVn/8680f3eHLrr/jwL6dsXb1E7QyztsebilFd4wfgq4pmNObRjz9gHDP7W5cgnnHt5RfQEpg9PiOJ8Nwv/i3ufu/PkGVC0FTVAK2L0lD1EeMdqe1RgxKiNm0mxkgSRcbgvfD1X7qOPnhI7zz7X7zM8vZtxFQoO0T7MXowIMcZXezRB5mt4QBrqtLWtw6lBGVqdG/Bl6X5wFa4/dIJDKcLnlrDItfc+uQxL/oz1Kzm0aMHrG2ccjY94+qbb2DlmGas0dMzehbMlxmiRnyFcZ4cZ2hl0SkRssevQg1WgXaepq5o1g7ZpKV3pYwwPZlzfLykenqfw9kpR08CT56eICkzWF/j0qRnvbGY5ZyHWXC5I/cZlxTZD6iHtswoXEWKmhAztR8y3FzDNp4kmnrkmD47Ic5BVWUybhsP1iNdS+Vr1rrE+LJH0xEjIEvQQ5qmpJlUyMU9GhMUYlA5BWq9+uwOQDqyzUU9cXhEjOXloowmxQ6SBlehVChDbSnpohxTIR7E4kTpImgRslZkCaRcoaLFOMNaoxhOhMFI4zyYpsE7C/z7XSn/3/G9VKOkR8kEvF4hA6WEo5UBVdI5SC6UPqWAULAjLpMXgqpKQoiVRyWlDMahy0/J/LHiytULvMEmu+sNz22OOLvfcpzOmBpPTEf89MMHNJ8OOfqTnlk4h66e0J08Yda1ODfh058uGOx9yPNvvMmybfCTGVe/eJUP/+T7nL/yOgdPb2J8xfRkztZ2JGXF5tZ57j/8iP2XX+Tg1n2Gkw3mjxKDjX2qy+s8+OgHPHn4lPHaGtIvSTZC0hgM2SZSErIGUloRCjVt39PGgDIDXn91ixeu7fLoz99n5/kLqHxYoMLrDVQGVdVgNX0rvP+P/yXnsPiqxpiIYYyzBrLQ2QZXFxWjCQUX4wcW5WpUH9irx6i24/mLO1SxQzWezfVNhus1zfqAuj1C+kA8hdy39M2Q5AUbT7FeYVUoE05JiDLYZYtMxqRcUlzagIzGpIMpsV+W399sCZ0wbGpCtqyvN9Qm0NNis8e7hPV12REqVb7YTYYIrnH0YYmzE2KXkJgRMpINXlrWGsvYWWapo58H2gCu0sSuoLCU08yXc1IwJNezvjFiNBoXlE4IGONoRmXwZLoWvaLHoxWSQFThIgsWq2PByzlVVPOhI6WEw4Ep4X7BlZVG36/u5KVHjFJEo5GgENWXpJIoTIgom1CqwsZENfKM16EZGdzIUnswrkdphTMdic9454xRULbB8LNvi4By5X9M5QGiIzZEem/Iy/mqQa5XtrGE6oSogS4SbcZlg/GlxE2KZKmYy5BLF1rGwx02NgYEN8bcqJEnDzm9fcAPbp4wqxvi06c8d20HddpxfHSGESE5T6Mh2sSD9z7FGcNzX3sLiZG4OObCF98gh8Dsjz5F+iXLVlAh0OaevSuXWSyfsTx9xPTpCVdfX8P6zPjcBu3ZIdOPj1jb2iYsZ6gI3lkUfZH4AtpK4euIJrSRHkXSDq08zre8+XOXSA/vYSrHzldeJx88pVrz5ME65bJRdsPv/JP/g+WdRH1xAk6wvsIYQbsijHV1QnL5e00iiC0TQxXm5Fpj/Rg1XOJjT1YOZWAw8Yj2WGfB1+h6SFy0mPGQqp2TOcb6uhzjdDnSEUq2WS364j/tDTktERrsoEK2t7AI1nUkDMYu0KGnE0NezOmaTBhWmGxY1h6f+6JMqCseVxlRQq9gnMFaS9/NSYMiqY1BiLjCJ0oB5zQHD0+wWmG0A2IpaFeaagAnRz2tckxqz2Bk8SaQc6QDxi4XDi5C9h4J0EcpgGoVIRdsiJYSd6yskINgRcjGE1E40xe/pipBmhJ8EHT0SOxLNkgKzCzqgIjDJEWizByEAgZo1ho2dhLNqKYeJUxlMLovomIlxJQLW/izPJxi5uSwS7IZ8BhtMGJIOmDpy05oUKGOT0tAmIxKsVyenSbbjMsK0QkjFgYOMKX3pmzhDQH33heaieVhVDx+eJvGthzOhLdvH+EG6+y6Ae6lPT58+0d4V5MTOO956foXWDx7ytr2Luvnn8OOZtz+o3/D3U8esbE/4tz+eW69/SOO2wUWzfZkk0f3biE03L79CV/7jb/H2t428egxT378MU+OH1IrzflfeItqb8T0/ic0Hry3xJgIpkalRN9lklLUgzGLvgNj6UURNOxMIv/ZP/oy8w/u8KhreP7vvsWAU9TeLlQN9aQhjRR3/uh3+Nb/9D6vb1XsbG/gFdjSZoeU0coj1mO0Q8WMWbdYO0GHnmyH6MZhgoKlYP06EQs6YLwjJoMeavK0xOKURPSoIZ+eEA7OqJ1Hr7uSyW1nxT+pA0XflUgZQrvExjHag2kq0kihzIT8ZIpGMKMB5Bn5uEeyxSTD1YtbLKeaVkVCiuiuZV4rRq7jWAxOR6z20Fh8jmXHqALL3oG2qLREDSclOScRX48JcYFzhV7gUBwd9fRaU6fM1QtrrI8KNc/khNE1fqxR2pO6JUYU+GIQSUmjlZSrlnGElFFWk/sWVym66EsZQ/WkmDDakyUT+ggoRJf6oq1Kvjmu/K0KoY+Zvg8EikV992LNZKIZjC1uTWOMwqiSsy6rK4tIjwOC+ozHWkODjktUsGBjqYVJi44GXIeKdWkp6BEqTFG65GPLX8ISgyJbQa2kq6nNYDNiPF4n+rqh6kF8xZOjniXC7rlrLM+WzN2Yr/yDF3HNnMWjx9z8znfRxtO1HUM9oraG9f1z6PkZa89fQBZHsHAsp5nJxhY3fu5r3P/h93k2m6KUpqkr2jZy9YXP4Wvhwf3H/OQv/pjxsOPqV3+V5anm3PZLbHzuOuPNGe/evMNo3KBzJKby1vd1pJ+CaSD3PX2ni5Cp7VGVwS86fv6XL1KtGR7KOuuvXaQ5J6jkkVGDUZZA4vTeQ775Wx9xYVShao9zCmsp4/7co/wACRmnWlTXoZoGUkQNTPl3moJmHGSicUjfYVUErbFaQCfkTGGVR3TJ6sp0Csu2ZKV1wqRQ3JKxHNejG+JSX/Acp0vED5CuR6oh1hn6sDKNrTVEMaizZ5AsTs/pfIWXRDczNE0ki8VIIInBJSmunQiSy3ptkBQqdFRbQ/KyJ1hLjEUZsb5haMY1XR9p1JRlO6M2A6xTYC0pCDZrmoFnZ2eNNQ/RFuKAM6YgQn3R1uelgtSBs/iQCHGFBVEJbR1ERfQDTGgxxhRDdyw7UXERHRVK1RAK6nQhkabVWBvL5xlFL4JkoVcOazLbewM2Ni3NGHxjMS6DjqhkUdIVFq8ISiliyiv+82d4OIkW7RK6GoPtUJJWY1lbQvAyRYUaS0cmIlREOmLfl5qZLZflmBSVDsQOnDi0CMmuo2WXxc5lzGhCtDW7kzF7w5YHTcPu2Qmz45s8+MmnPL35hHbeYyrHcLJGDhlDxA0UXQ5oetxog5O7t9l57iqDbcXpR+9w++YHZIRGNCkuEQN37vyYL/3ir7JnBgzWNzk5fMqDb7/P83/vLarJiMWDB/zwn/8OX/rya3DwKW1qOTnRfHD3CRM3wPpEt1ggtiKkSOjLMbdfJC5faPjy56/y4C8/xGHYeeEFODpCnd8szYeNmlm35J/+F7/LRDoqKlw1QIxDtCmJlRjRvkdnjZimBLVzjcmWHGYwatCqK3ehrDE2oAeTIsYFcg6FVNDUKCekrFHLJRKKvU1XrnzYsOTao9IUMWDJSB9RIkhakNszMhewBpSxWK8Jpy0KhXVtEQW1kaQdJvUkM8S5TEpCrSFFR9aLgsg8HZaCwkijtNCFntGoKUXknAlhidKOOA9k1aFHNdJlztqyn/S1pU2C04lln9DGMBg4hms1qm7KkCYn6ipgnEN6XSa3q/KkWmqyCxjTlIqY1uS8QIzHGUuMxQOjdCYYjxAIbRlwphzRpkKJZhQXJAMay1IJhFKWDknwxjLecqxv6XK/bARXG4QelVfDLwyGDpEieFDak+UzTmuDXuBihaS+rAsMJXkvfYERqxrlE3lZkfOi5IOVRle+gJJSh3Ya3QupGaLsGkkPUbvXaW5cQKsFaFhMD7jURSpreTiL/ME//UvOOoetGrZ21zk5mmOMQhtN7AK1sfj1SywOT7C+RsyERzffY/v5l1ibWI5u3+LTe3fBWDaqijbMyEHjpKPLmfu3P6afnzDZeoOr186Tqwvc+863+Mn7PyDPGq7seZ6/VtFv7PHs0Snd7BAzHJQVCQtyVXySqvADSCljVObzr24ji0OWqWHjXEN9rseENcTU2KEheeG3/6v/neNPZ2xvWOywopGeRtWIUeiwQFW2wJq0R4cF4oargZMCKS5JlUeI1qjGo6Ydaj5DhkOUzFBqhK4SOgZU0qBKw8bWQg4ek0/Ja2NUaNFJFU6QniLYgrjUnoRDhRIsEQFd6N5INLBcohKY0Ribp+QZID163pFEobTFGZAwR1Nj+hlni4hYkK7H7o7Is1jgA7FFjWpCSHTLHt0M4dEzxvu7BElYM0L7RI5SKoRdGYzZrNg719AMK7KApScnwQ89NveIqVf2LkVsS2vEaEvoE0rpcpeWklhKbY+IwVgNXUDLghgsHqE1EZTCkugk4ESTtGHWxcLRlUTShRY/Xtdsb2sGEzB1RrsEIivOUkak/FmKkjxCLKiilvhMD6dQaO9OQRZflH06lRJxEnSloM+IBJR2iOvK5TkFREeiLmUztMI5B3sbVBsjmvmH5HffozcjpmvP0YbM0lju//WHPDhYMJ9VrG+s0wwdp08PsZVBJ0FcQ5y3mM2Gem3A4b2HnLt6A90uuPjVNzH5kG7Z88GPP6DrF9SVR5ZLvHXlw60UOgbODu+ye+kG73/3D8nM+dznL3Pnuzc57gzbtWV3uIZJLfVA42zisE2oHOi6jKNQCAt+JpMxJLGc36n53Av7HNy6zWBji7WXPwcHT7H7F8kuokc13/ud3+ftvzrigtYYB6ORg8aSvULrTJaMlQodBKlyGdHbhAjQd+CH0CWkEjS5TI+HVbG7yQzUEMldYeR4KRPMNkCXSyaajB6OyYsZYDBakU1PzpGsVfkdhoTKUkoOoYXkEV+8NFrFokkXQWtL1hpl22K3tj26V4i2JUhvHNjyGUg5F6qAVtQ5ME2aelDTJyFLQClF6k5JywntFNa3HHXWtP0xOiYWy4B1jpjLSSyjGDcDmtqUn0llxNflS8yWQHqRXlmsdYgGJR3aFOCXUR6UIKFYv4zRpHZGyg5jLGhLQgpGxAhd0qis6FzRSXjd0uJZZoORyLAybGw5hhuCdx6rezQJSR4FiI7F/ZM1mLInJxkSI/RntYxZUSgiSQlGywp/aMFYtK+JS1WobNaWqFsnRf2tTNGq9YUYn12xaOXTA9qf/pTZs1OWfcDQM+KM5ZO73Ln/MQ87zWj/KucvnmNjawI6kbola6JYzFtMsOycv8jOa69y7+YtMJ61c+cZnV+D+UM++KM/56O//iFV5am0RfcBkSIxlVSObdZZpiennNx/j/2L14lLiz49waBKmqObMx4Z8rzD6bI8v3p5k8qUPyOETMi5YDsNtF2LNcLXvnIBI4kcx1RO2H/zRfzGOVJMiIF7P73Lv/rH77FmNMPKoLTH5YjTDisRlQoyUaQv/cJcGDdojfRLYs5I35WVhNZkXVJY5B5lapRbI0sqrpKwLF+YXSkKKxXLXVI6ZL4svB0dwaxWYr4CXRJONLoU4OdHlKPQCtqmNCmb1b1Yk8KyuDDtECqFEY22HiVFPusM6NDRd4GA0EdBG+jmffHamETqIybncp+bJhSwfHJG3Wi21muS+CITjqX7m3OP9xUDJ0zWHXVtcaoja4+vLLbRKJ1Bd6Qo5FAcP1kUCSGLKgTILIUFBOQVyyjnGiWaIBWiIkaBzQmixlpX+MxJkGTpZYD0LVUSKhST3QHDiVBVFusp8qXcrz57ZWdMVogkJDsET9IDrOlR9rOWrXMs7sMkxf+gChZC0OQ2YmwuKMCckQhFamELGS9rsvXY0i0jxEREyAbKf6rQsUV3p5wdHDOfW7rkOD0+Yrh/mRyEodFcO3+RPipGzTp7V/bYeOka926+wyIotK0x25bju484PulYygBdjbBGkFSSQ8Y6rANXe6x3aDKKiFjh44//GqsV87OWkZOSyNGWmCIpaeI8cekrl6CfIikSYwTtiF0ASXSLDukD+xN48ULFycdPsA52vvEW+fQWerhGNprWOX77f/g9Fr0mW0dUhtprlLWFg5NKXtkYgzIVOQqyaItCrg+ktocYyi85ZmiX6FiA21nX6NyhfIuxAl2LhB56TZaIxDl0S+iKBFdyJoeu7Pu6ORIDKktWZwAAIABJREFUpEBu25WL1ZMp6wNJuQC5tCpDEr1a1CuFxpajo+pK6UH7ggAhIao8DF1MLJY9XsM8CrWSFRUAtHJI6IsIK2ti7shAco6GGeuTEUEiVe1JhjKMwqG7lp2tmvHQkmMk51Inq2rAKpToQpfWuTTGc7kuEHMJWhhTft6UCxxbOnqt6JMHpTF0K2xKLvY0EXRYIkYTk4HUoqVAwUIIjCeW8SRQDwVbKbTNaKVRuS5Jo5zKfZaEwpbpufFYrVB+E23qz/ZwJgRZmbQk9giaJJkUQvEzBpBcLu3ahJLDJRTEfyzMoSSZbqU8U2GJCT2ub7GyIPdLwsmUZ88ibvM6z7/2Mte+8TXi8gnLo2fsDos8xg8brrxyg7X9LT58+1s8u3eEU9DOZzy5fYfRznOk2QmbW5vMnn5KEkNCI36Itqp8iEWwtSFJxg5q5rF8wLpFx70nRwwrizaKK2PHyChCFB7cn7Ez0nzuK9fZ36hJqSerTC+mrFOSonKGNz6/Qe6mJBwYYf1CQ5Ih2RjY2eDt3/0Ot24nvHM0VhWoVMro1KP6DtVUSL9EuwalpUxslcJmQS378jbMgppPyWcz6BMsZ0jXo8KClDMy08XGLIJWruj8Ql/ehvRgNHmZIM2JswB9WDlOIjkJKS6JZhVG8I40F/JiWvqR2qCrAYQe5QRiT9a6YE5iJmtINiHSo7EF3hYVQVmm0aKtY9r12MqQ+4D0aeVbKVKgRKKfz6GBamMAXWZy5QIhK7pFX8SzxhBrh6lGbGwOWFsbYFUgKo8zgtvawm5soYml9ExJWJVoqS1KCaVLhlhD1pogQs4W2wpatfR0xOxXu9dEUkKgHGslRzQ9koVlWCIhMxhVTDY1w/UK5xyGtELGgJhMVqowbHOR76JjaWkZh9QO7RWqaj7bw4n8jE9TprQiGd3H8qY0IDGTdDlu5FyIedoockj0aHI0SDAMNq+REoUgTqY3tkB145gTfY1zb/4al956jlQvuP2nf8bBJwdceuEGSzfm7pNn7N54Hj1xfPj9HxKmgb1zF1jfO8fhyQFPbn0C6woJiq39C/SLjDWJcT2gNg2SItY7Yh9ou54cAmHaszye8fwXX8MONU8PArqCqtE8PetpgzBLNWre8ujbP+D88yN+5Td/gauX90gxEVVErKJ2hkvrihvPb3F264Shymy/8UXSbEo9GuEmFQdPj/i9f/EecbHAOcVAZXTu6EXT2xExKehCiZjliA7LorfQQtZCdgYTihFLlCbp8mZL6P/XpEwSUIJahAJaS31RLii9OopV0C9LZUtXpZ/bLVAipJhQaYlWY0y/LEKjXpBlixy0ZXqswFgDAXRbwGa5bVcxxnqFqVKgK6KFLIkApLaj7zuOTxfleJ0V2lnqUUU2magyfcqEFDhdFmmS90NCZ9jY36IZjgjoUvGK5aFpJLAxHlLbRE9AdT3ZVQXZ2c7IYUXok0TO5QSkYnkLmtiB8+QcsavrVxJNMAqrC9EvpoRRmpQLJ8vpAqITZcnZklOPVZ4omc1ty2DTlYCKXXU7RaFiUV+q2CO5RVGjRQF1Sb1bD26t2OLUZ5XnKikxOyI4DUqRsyOJA9FkH8tOM3WFUPazKJ8pVPiYI1Es9fPPY92AEBVaVag4Jm5/Cb76dxj+0hV8dZO//N/+V/76d77Lcpa59upL7F3f5dnDR2zeeBG/63jvz77D8eEZO5efx+gFTV0z0CMuvPgmlfGMJ5uMLo4ZrU1YLjqiSrhaoRCaQU1KgRwiSZUgufSB2d2fslXBtYvbtPPMOGoub4ypqoaNC0OuXtO8+/YZP/rtD7jxuuPX/+YrGFFYnTEJosCla9vUaFpTk+sR2196Cb+2hlSeiPDH//3/ycnxHC2KRnWs1QUNOTKKvDgj9YGujyurVUKMRUIumeZlOf5Ls0pluapU2bpU0Bi5RXRR2OkQkS6QZVngUslCNuWEkyMiEUmRPM/kHAkhFxoclpgsYhISdQkkqIw4D6zsYwiq8cUJoxQSQbmVTiOXlYJSFKeK6FLFIjMNpa/b1iOyd4hOVI1DYldqWD/TDiJ00zlpeoY3QhctfnlK4zNJMr7SBAdpXlFXMN7bQHuFl4JtrUcVWpbIoqzLkIAyCaM8xkiBBIiQdF2GZ1gUgZTDisUMMVeoaPAo5Gc6e1Ms1TklJOQyDDW24FxMZjiJVAODrhJGlzumZEvWCXSNMhVGrdQOxoHzYC1m5fPEDssp6rM8nBlFchpChc4WlTVKtYAg1QCd6zJsUYCzSNak1KBCxnQFNZiXEZqKWW9Q3RDWX6N+6+8zeHWb2aN3ie9+xJ0fPOTBvSltF7jx0itceG6bfHjIcO8yoma8883voaoNkvVsvvAS85RRZoIawPYXzrM4eIQfb/Hs7sfsXbxC6iIk8GsjkvZInzFZ0YVEFzOJyLl1x5WJ4cq4Yn/DE+aKG1c22NveQG1e4/kLAyZvvMT6VsP7d0549kcfMOofY2ImBs2iy9ROeP3nX2P25AyvhNH1XSzHUHnEtfz4W3/Id75/hpNY1Ija4qxGUqRbtCQM3QrHmFIhkCcFCoVaJKTSYITUZyTrkjDRaiWKDcSuJ8w1WiCfHZN0Rrc94kEo6NIi2c0oZZHlDMlTJHVonQvTJq608l1HVoV5k/oeiR3J6JWXU2HrGj0eoSpT8KihL6kc0ZADEvvSfbQC/YwUWhbTnmlSLOdTEEXXWQZe412Z8lfWlbJEU7PoEjFAb0YMK0U10kXnKIIVyIslMS/ZurDLyKVyJNSZiEKZvlwHUsJpi3Kggy6MIRvQ0aNMwX2q1RQ3qRpcQ2lXdmgXyKasSrISJBZ4l6REL65MXwNEVYZCI1HUmxW6LkLnMtEz6DRD0RXeLYGkWsRXKG/QzqBsVa4pusDxRD7jQEhLj05DjCv6NZEMUWFTD+0hqILTFyBnV+C5NpaMoQWrMtoHJk++z+7rv4Tf22fzy5dRH32P+9++DdU5cr9kdtZzYXier3/9S2xNhINnJ3zr7R+h/ZL7H3yCa7ZJ7Zznr71KevyEnWuvEOIJm/tXWd4/YHm0wG2tMX98zIXXXqMejOhzoD87Q0mmjT0p5QIizhGvPJvWcOWV6+zv1ywOjojGY21NfeU6l861rO2tsblXs3Npgztzx/u3HnOvHdLrnhDL+P/laxO26p45Dt14RtdfJmtN1i2PDlr+yX/9V+Sc0WLRqqAbvdc4pzCVEGIEO8DmbtVzrVBRkGVfHvBZh7Qt+GFZBUSBdgkpI0aQpWBmp0SmxME6ul+iUJB6SIJqF6vwgSJngxiD8iMkF2dHCRwYcuzJCqIyxWodOnSMMJuSZ0tU1aAr0HVDPjpDkiKgC+YyJVI1RMwQLRUpZqI2zBbCPChOukjwhkoibSyIy2pY0y8WRK0IuWU6X9IdnBKWmWasaQ+fEBVU2UKWUlkM0FSGybqj2VwjLw0qV1TW4IwmBU3SmZg7YrArZM4CHQzGL0FSGVKiVqa8IgCOuiIpzyKszGGSyLbCONBW0StV7pq6vEFj1HTUjEdDBo3HG18KILFCZEFSFUo5stRloGTXscahbFNaXFqXdZOUXHGWz/jmLKmJnqwbRGfIuujKdYVOBmR1bLIGY9pSqdEKpSAZRVKepOD+zWfsdH9Bc2XMp997zJ2niV5DPnhGwrI/WcNrweUlB2czbr7/Dueufo6T+3M2di+izZT1zfPU45qzk0dsX9pG5i3DzS3mj44wfsDo8hqmUxwtnnE6PWY5n9OFGc3aCGsMxhWblqW060/tGh/84GMMluW04sqN86xdvshO/YBn33mPZ/duIdqztr9NnB/y/r2WP/+D9+kDOGUZOsXrb5xncece1TwyPHeJtQvrGOvpjOe3/tP/kZA1lbErjVdBKk7G/w9nb9ar23Wd6T1jdmutr9vN2adnJ3YiJZmSLJVdtqtkF6pBxUglca5zk+v8iQAB6gcECJIUkAIKSRVgoApBEJRjOGWVbZVkibKojpQo9uTp99lnd1+31prNyMX8qKuYF+QNbw4OiM091xxzjHc8T4fvPDFBAGweqndGQFKqt2Dna2PGQ3ZT7LCkbBOqkYSn9COkCkbO2aCnCVaXFFpyLJQh1xvPtxSgZIsMCcESxzVKJkdHSgnrMhShmIDVXZrFBHKJ5PW4E1gphoA7mFBEiFoQFCRjg8WlAS0jxRUoiTgm1kVZZ8uYLd41WOvwInU+PGSMMZg0EjIEKRhjibHHMRAvR+x0Rjtrcd7gQiCHllnjWSymFRUiQkojwSeEGlIoauvsVyJ5lMq41dpRT8lgzIBRxZiCWIt3GZ9GnI+EpiV/inyNmYyQMjVAb1pKrJBrhp5pU5jtC9iENYKUoT65aequspkgZgVmgrG2cn9dA8bv5p15F3gPnznn/Oz4nml3DsZUwV1NdRIWb2s+0GRMMqhGiijWJOy4xRbBqzKSKNYx6sAvfrmk6x7QXXmGfPuAZnGN0J/hNsIZmcu84kno0GXG6hxbBLe3x/LRMU045PDpm5x9/JCrX3uJ+z/5EdP9W/RlzfBwxeFLtyg5ge14ePdjusUVTh/dw/SwHS+ZBUNnG8ZQH+uJzM0XXmRz8gEfLQ37V1pe/doVrqWPOX5S+HDV85P/5ftcO/oZD04T4gyPLrZM3QHGj7TO8twVz9VJZrxw+DZw7Zuv4Nwlqyfv8mf/9w84eaS4lrrEi0VdIUynyLQjDycw+RTYltHOEU1tq6gFl5Uiu66tb9EIxlZLstGCpkjemNqE0LESKrDIuKOLS42eaezJqY69NCbGXEjbkRQTrTE4O0G7DtsXnA5kqSxXaws6REzsMReXoNS3Uucgj3jjqYAdh8aBVDLZFXSTUFE2pmG1XXH/7JKt1D6DpWCOJpCVxhVSLqAZ1wU225ExZlbnl0yvLSihJZTMwdE+h4uO9S4EcjTfYz4VWgvkwtYt8EEwHlIRJBaK+LrD4uvGRzRmB+OOlDAj+xHRCaW/rAoFHyjF0eZLkmtrsqkR0lgpIJZMTH3tt6RMLpZ22tEcKb5p6nQChZLqs8MKJo+UsEBCW29LO0PN7s9lBan5Wk0ZzN9+P372KCXVjKIzgnVQSnU7SMn11FuLCy1iZoixtauLxTSVBNAnZcwW11xl7+ALzJ++jekfUh4+ov3kTeTiPnefXLK6XHP7qevEkzM+/sWbHD19i3Ya2JweYw0sDvd5/N4dNttzDp5/ipNPzvnknV/RTReUbaKMitWR2XyPsw/e4aXXvoLFVZFMtMTRsnf7Oq3AOG4IcWS5WvPwo4cIHfOrezzz2oIhHnB8xzC4Ga986xuM7SGPzga2MeLCjPO4BVv4nb//Rf7ubz/F+mTkvHfIosEdDDz8yY94/83Cr/5iJHhlGId6mHSgFHCy+9KazARHyoYShFwcmuyv1/JKydUVYw0S425WppU741x9c6qipSrhVYGypYxVxGpyAgFVV9UCDrKpM9PSF0o/YsVUdmuMuM4ikznqW5ytoQmJW/ANimJyqjddCOQxki/WaP403AHYjBt7VHvGFBlSYrkpnOValrqSUCnE0w2ihWZiGcUyJEFTpEG43Iystgb8HvbgkPliwpWjeQ0uxIGclStXA7OZRWzBW3AhQvAUqbP2Sj6g5medgWSQYgBTu7frS9wmo8MGZw3SNDU+p031/zCQXYPRHY0+ZkQdASqzWcF7ZbG3pdvzWLN7L5ZqsDamhVI7sNZIpTFaWyvKktAcEd0pSCSg2Poc/DyH031ahmuiaK4pEmQ3hE71sBap8tEoVcBjLKJCMQLaEEzD0Ytf4dpTU8aHH8HmMY0mVCy66Vk+uOBgvsf67Awb5nSLK4S9ltj3mJxoJx1npxXjeOWLL7D55G02m0T2Sjuz+KZjdX5GHwvTKwvSuTK9cb12BdWwt3eFxf4RlyfHbIctjWu4dnUPP5zxu//1H/J7f/Q0x/dP+M7/9gbD9JynvnnAYJf84Ns/4q2ff8BmqLwZHTLbPvD3v/VbfOv3X+K5L71IPrrFOO+4fw4ffucuOdwm2ERaPoaS8SbgHYgIzazaor0z7E89F0CcNhiE4DPWVPmsFEs21UZlDYhLiBdK7ClZ0bytedeimDJivKsRsVS373UsdTg/1EA+KVG29ZejDJHtxRIvDtO1mM5inMO1HX7haKZT8J6y6dEqUa3kx/4CGOuBHBM0EyRldFTyMFIS5GiouilhFeG94551KThjsKWmc5rOkyhorlnXlBTfOBKF7TayiSP4RLtoke2KtqsC3OBbnMD+0SGhDYRQyIG6XB0UTQNJ6zKGkDBSESNJBVMgM1Ks20UKq9EuZVsBdqqoRoymKhnK7N6cgjolk0lpRMceyYV542hnk0ryQFGVGnesP+w6Zw6VMqEyqSMYzTtzdh0zqTF1W8awQ2v+LefvM2/OLFirWOPr7ZuVYlNFY7r6dcZUO1Om+jxVl4DD+wWLW3P2b38Blu/w8MEJhA5rFDtp8Aa22rIat2zyyEoLB+PA7a98CaOezYMPEe84ffiAkYJzDfvPP8fjn/wNRQpl7CEO+Kbh5O5H2PI8kysLSmlZ25Gjw1ucr57QhcjxkweUpNy6umCz2vDh41NuW8vHP/lz3vyLDQ+OLbIs3GHCF1+7hQmXPDn7hCEOqCrT4DlZbYgu8tv/7EtMU8T7wN7RlPTCEdl3zK4azj455u0/+T6PV9WPYSYFyQWaKWW9Rsxh1cUVsMNAFy1N21b+qamhcdRhk1Rr+DBAs4dsR4r3kKGMFrMDLovWiKRxoXJ1xgHaOu4SdrhSW/sEOmYIE4w5gzD7NWFQS4aSUZngTGXdxF6rA2d9CTolX5xi8pLxcknZfZijcbgSa/dRNyRJdXSWMsfHK04GsxtfQNs6St6Ve96TouJNJEfFG0PwgSwNl0+W2PUacZa+z4zbyHxvyqP1OXPv6aYdTTCQRhgToV0gVkg7ya2qIDHW0IEY1KW6oK6+dnM1MxJA8252CtkErEuoetKuYZiHAatCSQ6jhWzq77eRyOTKhDAF7y0lVaKCmAHNU7AZaT2Y6c5nodUuJrbqMQkgGdGaDxY1iP288T2bq/KgKJprMFtyQEiUVDDJIIn6b5NqOeUniG1pFweY3HP5wRvcv3dcg/K5Mlhsiqi1LK0nTDxuMzJrD7HdjO3lE1xXmOztM2w3bLeR8/MNL/y932GmK1x03Lj1LKU3XJyc0yw8U3+NcTVw5UtfYG//GpuHd3jlt19jtd1ydrbBhZb5tME6pQmW3rVcjokn66s8Ppszyh5P3b7GzVe/wvs//CF33vsAUwouNDStZ4iCmgnXr8w5mHl8I/inDpHJAd21PcJCeXKe+c6/f4Pv/fSCGDOiCZ/AOofdbqviwCqjEaxvmE0bWlO/7liBEjH9tt5QpYecwLcQR4rsfr5SsD6jqSZfgF1OdECHupFfkmBLrC6PT23KmurfbwzSdLTzWsKlvOLtdz7gz7/3Lr96831Ojx8Q4xpcYXxyQnrwiLzckLcjw+mW7QcfYP0EGTOODKmQS4+OBshElLNBeff+kj7HX+NSizpwDcE4fK409NxXzYExBUMhpczZ4zPG7YbSCEPKTPdafHCoMRzttyxaxWol8SU7qR3tkhHjKcVQsiHbUAFcCXQMiGmwWrAKlWcIFkGSQbJA3GJMi+YRW7aI1hk2WuOPmMqaBQVjmLYQWjCM9amhEZW2nhVv6jplsBV2R6mx1yKgFhWDWFc5Ur6rgqTPOIKfnRCSgBaFMlKomUpkABxqlWIKxkSSpUpJyZjiyH7CENcsT0/YrKulWilYn3BOCXHFsoeLx0vy9pJrh3vszz2r5Tmz6Zxn9iBtq8j04uIM13gOXr7O6dsfc3znHW489yzYyPbsFLDMFhOG84KbC4fzKcfvf0x37Rop1e2ISfB88eXbjH1mHAfKesODe6c8evCYg5tPc/v6C7z04lW++rWOx48HTnOg+MDEWZwz9HisGL71T/8ebn2OmxRsF3B7HWYyozcL/sP//u/5q+/eZ5tSxYM6hzXgfUNoauWhYyZM54gz7NuChlkdkWzHGno3u2Vra+q2Rslo1CqSs221gdUdqbqNoYoqdUwiAdNUmWytoHb8HwzOCjZ4gjeEbgLrc8gjy63yzonnw3PHo0v4+P7Aux+cc//xMWmt5H4gnV8St4nN4zNslLq14Xw9cGnEqKFIJdKVUrj/4JLHvWJcqGSHrLQWyg7i3HSwTWAnDQZD0cJi6sm5cPFoSVpuMa5hfZ6YdFNaL+QxcfOoY9IUTCM4PJQRH6SqCWNdGK9ZWCFlqdS91tXIZU6UUihiSFnqodq9CcUZUr+qioVsqrbBW7LW92LJQiSCM+xPhCAQgqmxPLHUt4cg1oJp0TBBSs0iVz6Qr2wtaWpQwwbEugogEMuvcSD/P/98NhrTNVifUOsRNRRb/Zyox3hBqFExcQ0iS0QsRhIhrpD1BicF8W1VMIQ60HVeGHFgPG3smR/sM55HaFok9pw9eJc75SanmyesLwrqJ3z5H/wB8e5dLh73yN51mAhBOiQPuOmcy+0TFvEq5w8fcuvVl3nywzv4p4/IJbGKPZerJbZfE2Z7vPabN3j0vTsUFZbrnvGjj/nq175Buf40r//b77MdRg7mDV4M6yGyjjBphduHU56/2bJ9cIE5CLgc8VPH2Doef3LBG39zTqBBJJGt0HQNdjtUqLCChBbnLMbARJSohT0XaX2HbxQrDskFdab+T3S+/gLkjPE1MinZkApIV4fhohFjG7AB0Q0lNSD1xtJSDW6y4wSp9dAooTMMZwYrhdYE/sFXrjFGQ2gNtoycX0RW26p5t+cNrAztUNDVRWW62Sr5KUOmWE82U7joSQ2sTpT3jrcUZzEOSjKUXPCdYUyKFos3wjgIsSk4DyyVxb7jYp053UR60zArGdnfQyaC2ZthzRlXrkyYTFpM3qAejJmiUpvGqlT7WOzJGEwBJ4qkkSRNzQDzqWE60yezKy93l48ZGbWg2aEuUXrBuPqGVt0gxWN1ILQeNxurdc20KBGjDUUrtE7spJqymaCmsmyxjkypdnBsHZmJoajUD3b+vPQ9BqrAqNSw8FDATVAiDI7SbilNQDbbqh8okG3FQIj3ZNbYXBhKIsicRCaOHnvjKs32kuIMsSTuPz5mMXHk0HDx4JiM5eGdE87XA1/5xu9xY89x95e/wi1m7DPl8qO7HCyuMeZIWFiGny3ZHgzIJxuuvfoiVz58gdQ/5triCneePOBoPqOMlpmN/MNvXeX9XzzgJ/fPaMMeQ8qEp4/Y3D/hjXfvcjkmvnrzWWS55De+fItStrgSuXHzWS7efodw1BIfdDzZP6T72le589ZP+Lf/4//LmJWAZXp1ir16Ddtntp98XNMzFOxsShpHms6ie3vEswEZI2IdVmc7BaBF4oBOJnXnL21QM4XRIE4ojezWRQQZSx3Qh4jNqe4xDgOmbWqe1nu0X+8aRgYVi/FbzKJj0xjKpmD7JV3jMUGJ3mKzwYbCIjTk29+A545wTztSWSIjEJVkO5DaGdVhS04rdAJxG7l7MXC8qo5Pa2AU8MFiYmTSesasTA73COsnNJPA5tew6BFF2PZVWKzB0GjCDpY9Cl0buHbQEiRTZIbpB0oXcO5T92VG+kzxDqOOYZcE8tT8t5DJvtSEmxVasZScyIzEHPC+AB2OFbnkmn11TY17GhAiJnhs67DTqqk01F6LSkKMQ52rH0LbQHJYKnWykGuu1lT3jBGPZkHIqPbIZ6AxP3uUYtpfE7GTbgGh5E1NN7iATaZ2yKRuhmcpGKl1e049xgaKpmoaKwM5GmyTsMMxB3qG76a89e4dPl6u2WwTFsFPFjy6f8I2Wm4+/QxPfekKH//4h7z31rssz+8ybQ2bi1NuvPYihsD6yRPa+YRwuGD5qxO0Lewf7BOPC1/++jdoXYs6ZUyZAYtdzbl9ECjF0PfK/rUF/sn7vPM3/4mbh4c8dbTP9VnPq6/c5urM8cJrr/Lqf/MtvPySSSM8/KDneJU4+NJLXHve8pf/8j+ySi1GDMYn7DLiTs8ZT47prCJO6/jhyRPCdIIn4AIYE/De00wcqYxo2tateScVNdIPJDrQnpJHch4xY10dy8O63pzegHOUHCuv1TUolnHIUAZM29VRjDVI2yKTKSUsmE4mmP19dO8acXpEJmCCQ6/dhOs3cF94nqf+sy+weHmOnQDRQEpIcch2RW1rJrC2+nSGwnpQfvrROYN3kIf6C5irgSvbBpcLxhXIW8LVCSbWcZNtA6PCZBemj6stkpeU3NAP0MfEzApuf040guSRaAKuHSimwsUEQw6eXAQdqgPUSqhEfQE1Qh7qyldOmWIFjRmrSmMjZkjkGMliyWZSF8mHWDvdxTAaj8lC6yLe52rJlqEOqvFgu6oiMb5iPtlSiqVIU58mRusBVVf7A6Qa92s70Obz3Zw19RBqC99lnA0gHsMWkwIpBLyuUWlw0pOdwaZ65sXbug3gFJqWYezpLIx9pikF+9TzPHe75Ydvf8iFZkYzMMlzYl+w7oDp9IzX/st/xMmPv8/77z2kqKEzc7bLge044Ocdt155BV2es3jqiLi85PT8ksW9R8yuzmiv7iHuOfZ/uk+/uWSxt0+flA8+OUUQFvMZ0jpuPX2Dv37jY169eci1Z28xZ4sLe7QucPTFm1x7ccb6yTt8dH9GKj1Ht5/h4Lkr7H3pgD/9n/+Y+9sFXWNwiymmV2jratLENkTnMJLxkwkiVUCem4D6DjhnZSx+tEzbpu63aqwokLhF54fYcUN2c0wn2Kg1ECIJ1GEy5KyYcUSmHkyHaIScCK2rncFhIPu6xY9WkatrPaVMML3SGCVnA2GGW0xxX7iCj4Fy9z742mkUFbC5Ij1yj4pH80AZE2WbGRB6B4+2hpPs8FbIJVFiodiCdR3ab/CNwzUg7ZTtk3NmVxYMj09ovTAoaDIMBE4enfGBrlEKAAAgAElEQVTcMCU0yqAFkyLXJo6mFXwZ68wwRZxMK3khr8lJQAJiY51XKhibYVMoRkEsDZlBK/u2ZKU4g02C15HRTun8QD8K1pndyldkzHUg4UqimQoyWWC1wqmhNnrUaN0okqqwkFKff0rB5IGidte808oPkrY2VNVhNmPt1H+ewylSG0FeM6KWkiPGCOIm1QZvLaJ7CE+qzVpKje0Zg5RMtrVlnIuCbRmxhKajufoUs6v7XN67Szs/oNNASQuKnVCaBUf71zn88tfZfvRLPvzgIdl5xDo2ZcMURULLvbdf5+CZ5zDDhmk7xbSOMD/k8uyEfXvA6SfHdD7xyktf4eP7HxNMxoXAnScD7104njrcY7o35d233iGWKScb5e9+YQH5Ot3EcHD7EHfg0Knlx//rW7SNwZQ5h89f49ofvMDbr/+Y//hnJwRnsU3AWoPKunYe+8i8dRQ1sN7iCIxGiGOiv1zjQoOzBq+KugBGKKGDvMX4gBiwaYuYltAJZcgYb1AGZBByW0sqY0CbUJUZOVZsiNoaPJCMOFdb+AXKuAbfkklIEaSrcmJTMm7SEg73sDduoDh0M9Qym1KblOqJo8EkQ+kHBMG4Cdle4FwL2zU/fPMeKZvazHINVgxeLWimO2xJS2HPxRqEoAYhCAFnLeMQazPMKyf3HjHGZ6ABO4yMRZkddART5+wpdcRmJ/Nwto6UduWjJltpkEVxxWFD9XcqBWxVWihC2o510d0kkgmIuLrnSaakEaLURJMoY1ZsriMv7wbEz3cfyLqeJ76lWIsLoT45hJ2FbwSpi9daIoirox4ZSSZgjK8bXFL+1vP32aMUM6msGucQtYhV0IDmLTmDrUFJNE9ATGUOaV0DUuN2szuwyw1uHLDjSDOZs3fzkAf3HnL/rKYsFs7gTeHywX2effl5nv76DVb33uPN7/4INhssCRlqImV9+oSuNQynG+LZmvO7T9isz1ke38NPCo9//j6uC6wfP6adLTh66gYtnvn1m9y6covzdSCYyJOzE+JqyZDh6rzl9//odzl46TkODwz7T09xU4+fttz54es4EfKmYGzEmSXnx/f5V//Dn6DLNWbYkC9O0dNj3HZFvryg0YizCdNksnMoA8TI9qwGCHIciAp4wZqM9iO2rOsAuwzI0AO52q7HFWqU4kClJbuG0m/R3GPGHrYXmLSu4/9S31c6VKQJ/UgpmaIVCVmKgMYaVsgFYzLS1u6hLhrsYkIIHrfoEPU4b7ENlWuJkkuuTUFX0Za+COjA8emGR4OtHyjNEHvKOJDKiMSBDoWUmE8a8jbhYw2dt8PAhB7dbInjhpx6Hh9v2fTg5oeUlLBiOLy+h5cRq4JNp6iZ7mKNn3artY6exFT4mDeMyi49tUWzkBRSVPI41AZZHogSiEUhb+tM3xXUOsQU1Hq8GGzJOBexFqz1YGPlK4mCa8DaSjMoBWhQrVtF9Q85VApSH5soqcq+MNS9IYP6v71b+9nyXC1gMialuieXqA0O0wARfEJtASkoEXVSQwY51kR/P6KpJydh0IBfHLL/wksc37/LZnuBc4nt+ZJgLY1tuP7ULa6/OOHjN37EW9/9OdJ59Khj2k7xTjHGsxo3LNrD+h8zFDRn8vKU2f41Hn/8Ad4dsU1r5r6lvXIVt++QtMWkS46ebzg+fsj2cs1qPTAsV/z2s1f5rRf2ODIr/PHD+g6ctrQ3F2Rd8vj195l4xYhhdmNG+81X+Tf//P9ktXIYILhEcIVcCr5EVDOuQNcG/Fg3eYKvBABjM+O2Z1QDjSMP1eWhtiBJ6iFxDdJWwoBhxLkKlTbJYPoNFt2hLuobP2PI25E8RDQOdXVLMjImCgXZMVJVQTZ9XT2bVGqdhraiXqYzTNchoUPbDia7ysgJuksAoYVcbB3S50IumeQNy0F5/ecPGXdITl8U51w1ShfFtw5NmewSPg+ood7WVkhOSUkry6jU8PuQIG82qI6k9RYbHNO2Bh7UgLGeYNYUMmRFGVCnNfSvO+3CqDjJRA2k3OBcXc6o+5Sh0iR3cT3GcTcKKYxaoeFJAN1UUJ0YNEOwGWkTxkQEg8FVkJqrdm4Vg9QDAjogWisgpNmF3dkhMaFer7Y2ieLnvDlLrrVzVdfU+Ro+oWYX3cvr2uK3itFSc4Nq6vuqTzgL3rTYJEhxtM++xMXxMevTU/ZmDSlV54dNysHVq8wPF6y2hfsf3cW5BraWSeg42D+km0+wUnAlkP2Krg08fnIPrOPy0TmatwybwjheQp+Z7O3x4K1f0q82vPKlb/LS159irzzgwcMHDDny2nO3eO7GdW7d6Ji4yPm9NYNY7GSCTCeoTbz37/6CVBo2m/qmvPlPfp+//Jd/zL1PhFZgMa2NgllT9wW99xgCofVoHJhMPZ5KCrHBMW4LOcX6wZoesInK1lbkpjG2Bq5UEfWIOqR4Mm63TB2RtoE47vw0Gcax8pAKMPSV+VQMjHWXs/R9LXGHNQZHkYDJERkL2rW17A2g3ux2DD3GgeQBtrWTrOLraCYqutkgWSkZeg3EUlhthE82UgmNBpJWckbWUvlNBWJqMC4QNZCHiA8t/SYyiNCP4FzAOItzFtdYUj8SZsJ6iHgs80XdFdY8kOwMwhXKmKq+3nRQanbWWsXZVOOMGWyoK105dxitwRAKiPdYLSgO4z3qCkYLTjO29LiSGaJlEz1oqmmeYLFSMEyrBhNTu7pUqqFoqrNpDNiAGq2rZDoCti67i6k5YGN2MddqQPhch1MMUEI94eqQohQ6DIIxhmKugBqszTUZoQVbwxAUU8hRyJrQNnDw8nOETjg/vk8bL1FrGYYIxnB46xbryweM3ZyL+09IUWlCYMwjdvCs1xe0s6v0w0i3P+P05ITFfIJxmSFviSJcPL7Hzeef5uTePd787t8wxC2Lg2dIY8P+15/m2tzzxvfe4fFqi/UTXvvqs7z09Vdw7YziDPN5IMwPMFOL22+4+93vc3Ea0U3Cdx1P/86rnH30bb795yeMcYMxcPtqR9MYtn3NrkpRmolnux0YcDTBMW9DDQ6kkRwjzhlKGnE44nagXD4G29Q3o63llqru9Ag9pBGxlug9hYxIxlkqIpMKsyrFoTjKAKW/rBCvXJcU4rY2Z7RfITaTYzVu2VhXxRSLEFBTrdC4GWXxDGb/ChKXGAPiurrqNVZDV45CMIkhK3/9ow8ZhoEy1lB3u/CID/UjXaq/MpWBo6aQUbKf1N1KTTjfEDohxlRvo5x5crGiv4jUWPhIM9vb0RwyWS3JeYzZgjeIJGzuEY2VeJ+qEKloxYmmODCaWkKCQUpNB4Vdk8goFONIvacUj011hg91Hu1EKfidxjLubkitTzzT1WUA++lb0wG+Noh2pawy1ueeDjtErMe6UstvzRWI9nlXxgoKujvlNqPSYnYUNHGClE3NNo6mri1lqS18/fTaT+homb1wk/2nnuG9H7zOvGwwjWEchH69xnrL/Uf3WY5P+MZvvMLmw0sGEdpGmDQLkgwMsboMy0poZ5757CVsXnJFA2ebDb4JrE8GJnuFZ15+lU/ef5d3fvw2r/5+DYUPWnhvc43XTxvytOUfffNFnjmYMH9+j83vf4PN6QWNJG681BAxnH/4Ph//+du00wl+b48rXzhi8tot/qf/7s9xzWyHaIQb11rWF1v6sQbP48RBLGQxkGAy9wzjSLmM1REiyhgFOyZ0LzMWw1CgyzW9YtKAdb42TKzFqK0lV+khKYpSXEBLRKWpQfmsiN2Q/RyNl8gGSmtr3nbYosaTuwo8s321ipcmYEJGfMbGAZbnpF+A3LtD8Q3ds3uMP+jhIiIe8mGlsW9XPd44zKQCsjaD8uEWxAhZFG+AVJtTViA0hpIzbWhJVEqCmho2bw8W2NMV0RQaK5xvthgmLIfCaDsKhlIs07mj7YZdHC6hcUPJ81p2i6kNHY0kBBVFiYjr0BgRTQRK3YUeawPIAqOa2vHdIULEGsruRVg3gwxIwFLpDs7Ws2fU1pvQVJxosZOaEMqpMpzKpzE/uwsZBBR2bk9XWUtZkMbWN786Cv3nO5zWFop1WG1qowGw6siM2GwwwVJiHReoCuILkncL2GMiu4Bkx5VXX+bOm2/jNqcU31BMR7hyyPDBJecXZ6yXyo1XX+by0YfsHR1iP4gY4xjGESctJWdOH95l2u2xfLLm2dee4eHPXufw+hF+NaePPcNm4PT+Oc/95jVKf427d+/wi7+Cg9kNwo1rOJP5rb//T/ned/4DU6e8cy/x4hcOuX0N2uduYcoZsSRW9x7z1r/+NvO9CevTwtGzhZv/5Hf4P/77f0G6GBCXaKQgKaHrFYlIP0a8sUjfgxOa4mgcXF72tWnipsgQccbgGs9GCzJsWA6RvWAY4gidw6ipWU5L3S7xEZsG8k5mVHkzFlzAxGXVOHz6y3V5QomxGsliT0IovsV0imzr7VEk1bL5yQkldRQ8YxqRmNGcaQ+AfEq6u6RcjpXy52FzDx7efUhJDfs3rmK9ZciFv/7hu8QeJBtsV9cL07rQGktxhlAi6gzew/lm4GDe4smE1hKSsk4wZsX56tc0Tgh+wlgsDCvikGhDx8T2GD+BMtQ0VJhQUkZMX5ehc4spPUkceRSi6fGSyGVOkUtsanakP61EvFLANiQKaRdLNcMSbw2jWnS3XqeqlJwpzmGoBwyBYmcYE8BQaRIi9UADSL8roUMl7anWt6mphHlKXapXsbsb/XPqGJLztFYxof5OkAPFZ5zsHrNj3XwotsXkM1L1/dWvkHGwHfH7C5b3T7h89DFT2yHdlOnTz4NvyOueMSptl9ibLfjJX/01X37tN1lM94hUCtpkMqMfT9j0hRKX7B8sYGKYL26RJTKZBtgU8jAySOCjn73Py1/7Ci5cIU4a4viE4/d/xnzxBeL5J/yz/+KPuP7iHo/fugehJ24t86uO2E9YnZ7x03/zp8wP99mcZ9r9jsPf+S3u/OK7vPtJoelmiPZ4sfTrxJ2ziBWHxhHfKtvisLkwmVtOTzfszSzT2QQeXJKMY4xgG0fpM/bwEOfOEA2YTU8KE8ykLvgiDZrO0WjJTagxMFPIpsHmjDGCNgHJgthEMZn12RlvvHlKOzXcvB7o2paua7GDQSSQhh5GwWlhJFbUSU6UaMA7yA0y9Igr2PExP3j9DrMu0M6npOmEvE3sXe2YdIVsle1qw69OM8k12J2uo20Mqz7vuLcjag2hLQRNmCz4XLjIPc5YhjwwamZMmfm8oVsFhm1ENbF+9JDy8hfx4QqLI08YLittoPHI6NA01GCFClpCZfaIq2/K1uKiVEOB69HiiMkjrjp7vLCj1xc2SQkm1vW7UNAhY9uuHkxj6ZPDaSQEi/UZYwvGNRgPWAdUrwpiMSZTpEU1oHkDsgSZ1/MqirI7sEYpYuvb1BRM/tsbQp99c44j6lxdc3IZ2lIf21REiZpYB679EpUCakhqGIFiA2odz33lJZbv/5wwCjoJHD77IodHDY8eXbIdwfnAredeYPP4PdJWee9XP6Z1+8xuX+PywSnGePJ6YNHtE1NDIjHdb2m/9CynH99lOF+yf/0KQQJuNnL8yV0+fPOXvPy1L8PRDX71Z++xPR5puhPiauSAkY+HltcOI0dP/x5ltofRNZHEJ298TLwU/DxjTMvVL91g8eoe/+K/fR2TLG3J+JBJyZIaw9nlyNF+gzHQjxknig8WGTIijlFArcOXQiwjRSzDakuvgWlckdSxGbbM9zrUFWKpszCTNohVctLd11pxtkGcBzK5VG+l+Fg3/5MhF8fRU08Tcs/ZySWPhyXGbVBNTH0gdA1tq6COTRFKL1yagO23zHxmNoFxXTDO02fL0TNfZlwNhKOO/YlHt5c0Vw7AW/oifP/1j9jGih01jSFg8HFHaRDLYtaQh5G96YzVxRZkZAwNfpOQMFI2lvUm4jQy2Z/SXoz0xqEFLi63JCO0+w1dU7CxejJLDpW/47tKEBRHJuFKpNgKuKbM6pJzHitVMG+h6eoIKUtt30hGInhbyEnwNtPT1bd8SmQNSFri1RBzxkvCNL5KpXQB0tbSmViRpUSKcUiu7k6lB9mvtINdVWnxlN34RKjUfqSg9nOHEFpEMlWGYzCxrsHUt20DMoIZyakq5DOW7PcwWELsee6rL3H9xas8+PFAcJ75/pxZ1/L4eMOTYUuSAd8Ilyf3SCjzRUccC0wylw8fYVtbmwjW8PStL3D//j3G7YiZzLFRSJseaResT0eKS9zYv8XhdMHyfM32YsOV/YccTq9zfHkHyz7NvHD79pTfbj9mPGspn7zJ4X/+Mv0ysr73IWc/+AHdbMbmPPLs37nOjT/8O/zxP//XLPvAzGYam8A4RquUMaGjYegNXeeJEbzLOBFGMl0zIZXMdsj19ukrJVxNg5TI5rJnlJEVloMe4gSCRrKONaQeFekMmqpPUiNkGWtk0kKZOsgtUkasUab7V3hlOkBu6M0R/nxD3LFqg7NgPb6bYnQg2kqXJxaiSRgzQ9TRTOeY+R7FwezkEcNhZFwYjBswewc4W0ipcHFyzC8fDUgI5EZwo8N0yuVgUdfirMGQMBOPzYl1D/O9lv5sIFlPWwK+DRgpmM7QHuyRPjqpZaS29JstZrWhsYZGEkEKWTuia3E6YLKv7zsxdTyVHQ5DyV19o2Moja0oVtOgWdCkWFudOaItxW5QO62QLVY00pONRU1A+4h6R9KadLNNwRnBNB7TetR2FRCtoY43bVNlRUaBBjCVJqEFsIgoReqBNFq9npCR0u66uZ/jcKpW27Eax45dsdPVZWi0/pAyqC1kP9SwQgItE6595QX2v3id9//yhxQT8GHC3u3rRJtZX56R+sJ0MeWSgX675Mb151ldvE0za3hy/IRJmGK05UbT4YuQ3UjJhewM86eusrr3CacPHlfq3ZXrmHCVfliRh1MwGy6frPn5G/f54lef5Yib2KObXLvecLtbo5eZpCMX3/+A/X94ymZ1wQffe4t+9LTO8sxrV7n2uy/xq+/+gLfe6bHdlCCxjioAzZmSHdo4NqPijDKUTCEwawxL02BFGfuINg4fLJoMximb7YqLbca2ikw7UlQGZ0kGbJY6K86ZQkvCYk1E1SIpAkJpTUVUpIqGrOqUju5KIG5NzZauVtiF0NoFMoAZtoiJ2NCQJgtCb3GHh5Rbt5DJBPxY9x4PZ5hJhVsPf3pOWirOF2JoaSkMObLcRr7zw3tsC1ijuCh0bkDXCsHUymrMiLeUmDk/gWwdk7YgRapDRwNlGfGdq5qJYU3jA+vVChsaVByjn9DtF8x2TXYOr1XnV3LEmhVJFpAKkhRbgNAiwxZxmZzAqiXIWDPITmtpmVPdr2TASkGGHtu12EHocThjiMOWYk1lCKWCiSM2u2qBC5PKAZoCgwfRnYCq4krrEDOjsqNTGItIqEY6rU0+KVK3Ugq7QMjnLGtFBjQJWjrEbutyqESshlr3S83dCpYsV8h0bOIl7uqC7mrg3e/8NY8+esS8nRGuLJgc7vHwlx9j4pLIlNhHbA6EELj5za9xfnKP++fHWNcxjsrh7BDrhNa1bIYlbTth69eEUFvxQ46c3z3hlrUsjq7hDq+g0WHjE9bLJ/jJEad3HvLUs18mzgKth2PtuOlhcxYpN29zvlXe/5Nv8+Rn97ly0PDsK9c4fGWP+8sz/p9/9VOMaQhFSKbUYbzk6uaYBDabkcVUsKIY54kxczZkDCN+0qCNA6269HQ50lglXp6TNytkYUFgedFzIY6jqWBNQLZCbsGbVEVM4hA2dYmYCWy3mM7jTYVOYcBJ3JmsEgVPaYU0RnKfsJ1g3QKGhG6W+LT7ZZ0ssKs7OOlQsZRtwpwndLJApoHteqQsAtFZ2i5StgPr4nj3k4e8d5IR4xhjRF1i4QPRRrRPSCz4rvY+Jt5zPmYmBax1VW8vSiPCpUnQR2YHgXE9MAmWC98SjZDGFmNT9cislCZUm4CUahHLNlSzwY6IX7Ji87YiShKImzDGES8FJ0LSVDPCvn7MSi1hSDbT6LgDpwlqLPgWyYqRLb0afImYtsNJi3iDtIpkQ7GuxvKsq4T3XclaVdqKIhhlV9KWSl7QTC2fYqUgEOuT8fMcTtTXa78MGLU1JYSh2Dq0LYA1hVHmtZS4dZM0e5r8ybs8+Mlb3HnnHqYYzMxz5YUXSSqkOBDEcL7NnK16Fge3aW49ja4/qopxtRjx9A6u3LpBf7ZicXSLx8d3eObp32Ala8ZlYrPc8vTLv8H53/wn0MT5oxP6T37FC7/1TfxlB7ZFmiV5NbI872lmDQcHN/DrE8ZloLfK4X/1B+RB+cW3P+HLL8258eJ1rr1ykw/efcS/+7/e4Gwt2JBJ2x7fWnzn0KwE9RXvKDBEizGG4AuDdQwxc/OoYX2ZMN6TfAbraVwiYitJzjY4VYZUsK2w3S36ookuBNJI/Rn7FlPqjemMko3ithZ1kRgcrTpMHsmuqXY348hdwK43xK5BtafETEmX2GlXNez9JSnNCCfrimo8g9J4VDJlGSnlGO0cY46og8ZvkGwZY2a7WvPjnz9itAqpjktUDMaM9ElrPtYZvAhpTLsbPtfQuy2UXpEouKM5Zbmm6Qx5NGQMSQuhocpvjZJWECYW5w3ipmjckCnVA5MKWXfzXqnoUdVEklD9RZqwLhFzBy5SksF6qYqLMVc7ARkrTdWIOEAdIhsMnjGCGsUVRU39O8UXxHvEzOpiO3lHSMy7Bk/BGFPBBDKlHs/qqVFTR2KmZNj5dshlhy75nDenpgiuXtfiQExGUqjB37KjiukUY3vAYe7+lNnjMx4/OGN5vETEk0zDF//wH7N85x0e/vL4/+PsTWJty877vt+3ur33Oeeee197X/Udq4osskjZJFVUQrWkTMs2HAeSLSjKIAEyyNRBgACZGZkYQQYeZBIEiBHAEydIoMSSk0AUCXaiiiypOlax+lf1mnrt7c85u1nNl8E6ZDIhg9QD3vC9e3DP3nvt9a3///ejbYRh7yK3rt/gbFMococX/vArvPcn3+TO0SmL2R6r1cjeQ/vML+zwwQfXGKYVTzz8LHmKfO73f5OzV1/h6NZIWYz82jf+ASd3P2a+v8PN1ybe/vaLFB/5/O/+HTbHka4dmQ33GTaOj99/g69+8WmO7j1Ef74iLfpvfpff+4efYR5WdL/xGf7tP/8z/vy1TMwdYVZ/ia7rMF4IIkRXEDtDJOJbW9V8CYqD+fYivLUq7O8GzlYJEUsj9Xy27yPD5Jgt5oydgWi4cxDBOQ5XkZ3O1YvaJoL32GnAdC1JBadCKJnSVLqeHQ2RXEnmYw9dwInDqFJcg9eEdm2NjmGZ0oZeHLlUvnBz7z4Smjps8gtKf0SSruoEdnbwTywxq4Gc4WTc8OFb13j/9sD1yVXgm62fwxXLcFpwzjGfuZrfnQZCqFUwJ4rxCb+4zOrsLo1rKGVEVGm9sDldYXcLi5lltZrIQ+T+4Sl5s8Kfu0Apa0RmRPczUjtYkyjRkovZaiw8IqYWrG0h4yjRYFyukVM3kbOvWQGz7RxPBrXKlAoilbaXJwcSSUUoWejzRCiJYua4eYv6BvWzSjXQTfUHmZqkRRxFHMbNcVJIWh+2khTNQz2b3lJFtNRhUCmuxhB/wZ//DzRmgrzFMpYq/yySMMn+PNROGDE5I9Mpjh6rY63IiJBSDf8uzu1w/2iNsYXiG27ePebmnRPwlp3FDB3WDGdnOGsRU/dpy+Uu6+t30dgzrJUbB7dxjWPv0UeQboaZCrfeuk54cJembVFv8d5huo6pD9y/eca5h1t8aDi7k7jYfcxb733MGzcjvbU0+3vMuoYuf8T+QxOz557g9T/9Fv/Xi6cMmw06DhXKlSNQsNMayopWEkwjuR9gGGH7SpPbUPOsvXJp7jk5GnDOokMmThM6jBQxTFPGhkB/0lespGZWKTKsRoZpQt2E5sSkmRjHKsMtmTJtdXlam/8lKhprkFpdIBlPtIaIJzmHSlMHSbk2MZAGcS1+OaMsG0584DgqR7nj/hg5tjuM3Zz86BXCI+fQs0pHTEU520z86LWDSmGIsb4GR8WLr0JFU885QZi1Sm4CMSZ0mqo/JyvLB/aJQ2W/2tbg2gqYDl0H0SAY5r6jDbZiNE3AzR3YDvGeVIDmZxa12sgpzqLeI8VWmmN2qHpsKtjgCEZwrUXoUDUUaQBXy+jGYmIlUDgyWQzBNTWpVOoxk4olTkrKEUwV8sr2fBMq7cGI1qis+q2lOqPUMrUpuTo6y5Zrm7dJIWu2dgRfhcifZOXMW/VZvYoCbMFSxdaGgKivP1e1JjZMDT0bW3+JVbKdWInBjKdka7m/KXx8b0Ozu8uwjpgZrO+dcXo6ENqGzaaComwj9KdH2GCY73bcv7vikSeF0HQcH2cufvZB7h4cc3j7GntXLpKZWJ6/hF+eZ77coeiKG2+e8OADe+w9dpm3X3mD8xceYnItdzYLHp1WVVe38yjZKDc/eI9/+a/u1YtCFGMVcn1tsyXjmjklj3RS0Ypu3lJECKbSIn1f2CSh6YR1jBg/J0mmkYIWaJct6TQyjYlpvWIqsLtjKU1DmQqDF1yCvEp0XcCqQ23BRMG0SjAGMYFcBGeg2A6rCZsypRHMADlljHOkXCi+7su0rf9OpjXeGaTZw5eB+XKXJIJxHp8K4rWiZExgDEo8SNiuZdTE269dZyW2hmeDrz1Pb8giIGDbFqu5KiKolbWoQomGrEqehKaMmE5wKSE5UlLtZagWSs7Mlnuc3LlPdnP69VRzs9P21dUZStFawaM2X4raurVKjmIzBou6jGRLtuC0nkFWnlDCOItuEz9qHLkoxQkxVYFxohYNUrFM1AYJhm1rRJCkFFsnzIhBnYFIDRqI2fZQEnb78EQrKoZiqnJeHeJabI1N1CKCGIx8QsCXn9ZQPMRU42OylekmoeSEMsNpxOQaIi6+oVhwpQFQ9JcAACAASURBVOCkjpCzwObWIe18jywzpmjZnXlazTx0aY9h7Lnz0/foUyTHhDqHc4JrPVNMJGAmjt0rO0iTMDoioeHwvXf5/G98mXvvf8D8yQdq09xaFpdn+DBw9a0POD08pLg5Dy5a+hu3uX37KjEO+AsBLj3CfGfG44+dwRXPn/+rDzlbJXLfk/OwZcFGTNqQhjVtzpghssmJVDJxXQkDZTORc0R0JJNYr0fiBE4yZkrEoTobcxzREplyYl0icYgcHa6QkrnXw9FGWfUTMQtTP5BjtSGbAjJYUnYVapUHihGcJFRHUuuQ3qCpB9vWCWKofBqMx1mHCQFZ7OKXC+zeDm7vCt3lfXYe2GV2saG9oPhFgw8BmqYqChpQmThdb3jl/Z7ZwjH0mZjilrZocWqw3hIVupmQciEj5FwjeSqF7CymKbVapcomJkr2dJ3DB6k2aGcxY2S0jrmzxM0GsQnnEratxxLFSwU1u4ms1UVaQwGZTD3SyFp9KagllsyooU5Stw9QU2yN0ElVYTg83kFMW7ZRspRYEDWkUkFhSWu0j2DrMBBlWzGpAzn1wKxOaouiqpByXXlLPdlEBFyLcQ1iDcZ4rCmVJ7Ttqfz/vjmTToipTJUqvZlhMfVDmICWQ2JxFBGsKvR99eIhhM7huqohP7h1iD23D/OOEjPrXvAhcOnhSzQhcHT7LgrELGxiwhihKRDHyPpshXOCPRm49cH7nHx8yNmdA6Lscffmezx88WkOr1/DzRZYl9F+5OR2ZGE6XFJuXb3KwcEJ/84DM154cJ9h09PfuYvPr2PlNuunP8P/+M++xSsf1Xidnzmcb/C+nmtlWpxvGXRgWjR4PDb/TBQ8okEJrrCo6CSMFs5WI1kyUSpQSnPEeYcVX1+pYsI4R+k37MwMkiaGkjk5GdhMkXWBmAdiEVLuSbpB+1VtB4lA9pUqZxzEEXWW5HYwGileUdNgjMXNHHZnQZg3uKBY9Tj1hEWLa0ds5wizc5TQYrwhlULSjEogt4nkClff+oizfqJMibOkWLGor0Tz3tRrwYjBqLIzb9EpEvIApXpcrFqM89DW/W27CFijjLGWmCsZcMbxVGi8IxmYNx1pUorfAVdRq+rq3jsFV81kWsi0W4GgQYJDS1d9oxiGvFVTGI+FWtZWwFhicfQl0gMpJrCFpAW8VqokmZwtpmRKAemaWqw2HWKaepYqClobKaacVal7yVUxqPWBjEkIAWO3N2MNW1bU5haCbcovPuf85X3OxT5FQMpUHxC6IaqQfVsp1wQwc4oRimn4f1boQpoKMkWsyaSDa5ytTmE4Q0JHkYKbN0zTKbvLPfKUkW2FyajQBKFrGzQWYhFiv2K5M8fFBMYyHEycnRzBrEPahuGjA8QVXLdLu3eRdhnYubTPZpXZHN5DrjzIpYXhhQuWVgvr4PngJ7tce+Mm3/4fXuaHNxqW8wpoMqqIKUwnm5otdUrZrJEg2GnCu0LRANQL1QnE6OhTJEgkJmh8oV+P+KwUdSQFlxSRhEh9IgczEnyLiZGiMJtZbq8SH97r2RxuONsMDOtDTqfCaczEUhhjtYU7F5GU/1+plxFXRoqfYVxAsoGtPlC6Bjtrscsl7MyR1kLXQditnVBzimsWqDRwbhdpHCZnvO9YT4G/fH1F8sJs1pKmXPuSpaBZ6aRggmPZUKe1w8iwGVksF8yWHVoMnc3MncJqrFMz02JdIMz3GGNCBRqvrE7W7HQtNq7p1UIbyGmopHqoSZuS8eJRM9aJcdF61GR/tpCtsdZSxBKcxZQJKQM9gZwsuEyWhDUFKw4TFfU7VYFhdPv668hGa4PHCuIsLnTYrq04EgW0Oj2Rgsq0feWuoikRX+cxYYaRBuMLbOkT5KHmzrdTWlHIvyS+90tvTjsNW1pYi2oDrmA0YssAdlYXZJmwZULkEGwHZSRJRSImZNsGHZh0QBvD6dFdjlfHxEG59dF9wvnLjChGYdbU3h2pnmNCfa0brccGx8Wdfab7x4RzSn94jw9efIN3Xvs+7twupzc3zC5fwJqO2eUL7D2wy85yH00dzf553s6PkUzigT24f/86EgYml3n/pyvaBowYUlGQKumxs4aSlWA8br5k5/FnaEIgjYlSIiYPkAvJWVKBKRd8YyjBkoFkO6ZUyJIxxrGJQmOgbe22fN5y1k9MqrTOMvmKOzleJz48zty5v+G4L6zKwHqzoR9G0jAxRJjiSCy+TgtVQUyl7ZcJkQXSeQQPoUFCg5m3uN0lZh7qkUIakTJQesgbixiDdr4eHagSB4icsTo44RiwvsqaBgxiLbOFr3JZ7yg54ZuMFqVYYUoG03qOTqui3jShfp5Fh3UFO2xQL2gcsU0lqafNSCmOc5fnnI4er/VIxlkHpUVTQZlXzm0RdGqxue4F86YgfUTHjBZPSo4+J/piSKXCpmd5wPhadrZbSDq5kEwmTUMdqUwKCTRPmEINPCRw1tLu+LrwWMBvIQSqaJy2baH0c6J7JSnMQNcVfFfKFso+1H+XByQDMaJZt9SET3BzitT/jFCqS4IKPqoJmRViNggbJDjA4MoGrMe6eiZqLKhzpGixceTunQ2n44QQWK03DBSacx3DUE97mpnBzlrUzRjXZ4gVfOuwGI5PTrE7DmMVHU8QK6xWd1jdHbn60quM+RgouE45OzolnFuy/9zD7O0/gp4c0jz2CCfdAyyGFWcnaw4P7vKv/5v/nfev3eOzn7nInUGxjcdS2G202qONkDWScyJ/+GFFULKV3PgZzvmqYm9rMdoaU7XyOIKMjOKQUCeNUhKp8i1wdvtaVBLJBdq5JWVhtmiZnOfeqNw4HLlxmDg5iORVz2ozMU71s4yjUEyhaCKJR5OiW1O0pr5GHs0WjzENaErQdogzqO9Q6ymZmkay9YhCFgHtHKAUVcbUcuv1D8gm0FhhtY6YJuBaTxJL8fX4wqgnTcpi2TKsqh90s17Va0Sq8qGMlRARXEued2Q7Q8uEF6VpPalrKaViVrq5YYoZXU9VGSEJrKfEmv7R3CPOkI2nlAlcJplEQSk4CBHrLF4gYZjUMJoONfUBEk0FpSULrihiLBizLUl7knVMsr1Rke01KPWaNlvbt7FI3r6ObgMOdQWv98nPwiAqHikRdCvTHaZtU2WN5gx5DWn8hfffL+fWqiLOUySDKkbrqNrYUjfHpYFQj1tFPbiIyZmUCiVCLFVlV2LP5f3z/OiNa2yyxXnLZvTs7s/Ixwc8cK7j+p1TdnZaLsxnrDdr0pgRY5jGkaCO03WiaIcZRxYPPQQnmfv377DcmZM1srp9ggwTYXmO5d55zGxOsAXj73L9gyMuOCXt7nBvFM7PZ8i5lpO3DaFzvPXqx1jvSEMGKwxDoQRDHhJMSmdKDVfrlgnkLGLAmURyFqYIzjMYwTSFfl03+1NOmI2la+seLY0Fs91vNSlj2h2YRmI2xFRoBHZaxxGGw5gop5kYIe05lij0CXEDYW6QXilGMKVQ/ByTJnIymPmI1RYtSs51H2TO+or4yAUJbT10dy2SKv3NloT2W/tVdKgIq5NDzlKlD3jnOBvqEAhrto5Zg8Ya78t5wjtPVkPTGdIAja/tN2Ms864KemMZ6CaHTutKXqcQjCWNic6ZGoSYlGKhk0iJPYaxkgSNZZrqsMa3I2W08HNmlVKMwZVMzgEVQ2bbhGlNPXIS6j44WoyOaIEolpzitoQNk1V0Mkgu5JIQtcwboW1NzeS62kWlSEVy6mZLfgcxcWs2sPWhmDPoVG/Csu1jW0EydfXPkRwHyidtpWA9ohZTHEb99i5PWw6MrW30sW6MjRZiVtQ5VCdGC32qech2/yLvXbtHdIpOkXVRzu8tWZ47z70PruJj1RYqsAwNaKJfnVEk1/62g2I9N299yLPz38Z8/CG7jz3I7P2r+JnHqUPShLDD6Y3bLK9cJuU1u089hV18hnJwj6OTMxq3wyMPKt//7gZ30PH5zzzMq29e48w0OGvBR6KRiv3QgmnC9tXdkZ3g5gW3KXiXGWOpqx91H2Iag0yx/j+2th+6pq6I45hpOjDeY4MQrLAZE40kRrUVZEyLyshyHhjzQC8zNqWQ+kJMkeGCYyiRKUXsKhO8YXdmcWYPE3uKC7SNJZwJPmywjadkQbynOEHPRmgabMnIqBgp5L5U2BcVzqwqlGmgAGZzn9IEGmtRZ+itrxNXlFQUFyxWE8G4GhnMAk1LaCzr0xEx1V2CFGi7SkpwLaU15GnCt46UAgRPYw2uU3xraGYBtxKicZg4QhQSI/1ZTzSWEITcK9l1eI1VD2GElA1RwcrP9PM161ymqjssakko1sKYHNZmSqrVMHEwTQmfhcnkihMphgK0c4ubCXY7/KoSovrdixgQW4PsWWHLF5It8oRS0K1dzLA9miul5ok3I8PBPcbDngvf+AQ3p/pAcaYeoIog2aDGYIpBzQTFbUnwEyqxgpxSVaqhylk0zFxg+cyXuP/xD/mVFz7LX377+2yScMUpFzvPR3d6Zk3D0glOLSfDKXs7O5yuN5ANkhMlJxrruH94Bp2jcbuYpaebe4bplHl7nnsf38LrxPKhfXCGe29fBRdxqWU4jXT7+yQvnIyGX/n1bzC3GcM9Hj4euf3OLVLscQZwrnoypGYi0cLcZxauTm9P7oxsSsEjuK5OJ0UhbQa8rV9UoMa6RC3TUEPgZqr8b2cNNkMRg5uHmn/1hvUm0iwDLkUuLFrW65GxWLITpk443PSsouPecabYkdZb5jPHYhZpgkeWLXuxozGRhS7xWbDBUIyrBIFJa+LLtHX62fekbEibCgHHQFLDsE4U2TCtIndPJ7SBOAnRTNA2tUQRDDYrHkPfT+S5EDYJipLHiPGWaZpo2kDrG6wqgSo1MtbVZIwOWONAFdd5fFqh4waDICYRurZmt60hjRP92YpcDLZpKAFsSIypwYaINr6ymbzbwpsVkQazzSTnXCoHKCsiGbFd7Vs7QTHkOEEu0ATKpg7ZNCrOWnYvtrgmbPdoIBqrOa6kenOW/HMuLVmAjORYw+6pTl20FEocycNI6SeG04Gz6x9z8/0Vr712j3/6Tz/JypkypAltfZXm2CrONSXVc02bcQQER5qESRwxZfoh0Q/CbLngha//OuNr3yPMDJ/+wkV+8BeKUeX07JSTwwbjGo7vHzPbmRHHiPMWcmGz2tA0bbVkxYgUg/GGcbXCz2Y0l3d57LNfYr06JvcrDg8SJ6ueSzsLuLCAn07ceusau1ceJSHsBIV5x9k4YBk4/7lH2Bzt8fzFJ/jg/v/K2Ymte0ABS4VtJTJWAs4m2q6tK3iYIAVyGgm6BWrphLjA2RhZOodzhikXbCm4xmBzIeO3iH5D4yucIo0DxlisyaxjYRgKOw4unnPY4uiT4CUx2ztHZwwSBI9h3ixoOkPjLSK2hkMCtHhcEFhH3LKFMWwNWkLxFiOFkgPGKcksIIMNDRRD0kg87VkNIyqGw+g5MR4xkeQtmKYCly1IigiFyRpUC4YZGmpULU1pi/J0lFR1BlMKRGMqbMwHsDVllKng8cZmonjWxxWj0jiDTwMiYI1h7HumPpKTktYj3cJSZI6EETsZmMBpYsSQfCB46oppLClanPdQEhMOpyOWSNGRVCotX2tthCElSlJyLvV8ncRst8EFX8kFWokRksZaVjemjom1Xi2iti5MZCQ70Fwp9lEom5HNvfusbxxy9a0DXn5v5KObZ2xM+IW33y9fOYmIzOrPV8FKphDJ1mFyj5lmpDzWD2kytmRKzEx5xmLe8pm/9xWe/0df5L/9919k54rhcANYyClyOhQe7hr8MLCyDnKhWEPjAuv1WX01LKU6KalOQ5NG4rrHFUs6vM7FJy9x55sv0/iO4AyHtw+5/e6bXGqeZnO2ofMXOf/8M6zfusv7L/6I57/+VexiwV//T3/KtR+/yMVnHubRf/c3+No3vs7bL73OT15/jaKWYAWruT69+wFF0M0Gf3FGVsO03uCaCtTKxZDE4FJtasQpI0WYBjCdElSYROkoDLFUDKS3TBimfqQ1hdQYUh9ZozTzQFpPLOeWi0VZXjjHhfkc6zONXdDOPN4ZnBGKWOxugJyJuZBTPQpwe01lDIsSFgn1irGGkiLGJmLUGoVrPDI3GGOwQLe/R2geogRPWn+B589f5ca1a3x495ipn/Cuo6xGbLCkKWGcgWDweUWeGiRnplJQcXgp9ZwXQAxlilgvpE2iuTgDoMQRv7CYIghrCo552zLqiF168jCBWMbVmmyF8WyDD3PSyZo8A5ccY1akDTQqROugwKZPSOvQbAg24oplsh5PVcPrNvGmWodDapWSGxj7Gk3UahZv28Biz2FCrQBKmShxhLwBWmLJOHGQE4Zc+805gRa0CGkaGE49cXXK2d2RW+/c4a1X7/LmhwP31oliI/GXJIR++cqZq+PR2krNLgJiPGRLSQVMj3cW0ohiyf2aqDuY+YznfvcFnv76Jf7sv/rnyHxJdmvuv/IjjDO03jCtYqV3WkvXOabs6dpa7j4alfmsoW1aVkMk2EobX+yex0Zlc3TMdHqPK1+6wkOf+yI33/gbXGuYDk649m4k+z2a5R4PfunzLOeZ+4dvU9KM+7cOufKZR/nUr77Ajb95mTf+j9f4xjLy6Re+wZVnH8L9z0t+/PKLRCMYcUyproSZnrWbcaFkSkpgDVaV3Qtzbp+cYcRhSiHlRGo8rY0ET31yi6ITRDUYCtk2jHFip3WcjMriPJwcDijKairsnrcUqVbrdtGx11Rl4HxxHi8rjGsoucKijfWUVV+j7UUq89ZUiY+OCeMTWnYwm4HcdpispGmq2c64QWVWi/PFUDqLnxla3WDaHZ696Pn0p57lYHiWt68n3vvhNV577VVSqO4X8QYbMy4qm6ngXE9KypQFYzzLtrA+U9yOJ02ZpIZkO6woaVScN5At42pkeS6w8Ja2acijMreWRiJ5dYAzu/RDYjYmTNuRomNQyL0w0x4xSioQo6LB0q8HvMno0IIUklug00gJGUuu3F5T+7O6ZfraIgxlQ9ZEjmV7ZFNY7ARC4ytMWhRNuQ7/siI21YqfCIWAksl5wBUh44gxkqMnrjLr+yMHt49596M179wcOEgQqdTE5fwT0vdyngilq618GzCpkDXUrp0TnFlUi3AekX5CwwVcW3jmK88z++zIn/wX/zVXr7fcOr7NF7/wAu+8/gYnm762050jTQPL+Q5lyhyenmJMZnNyVtM+NvPgY49zdPIGvnNMZzUKd+vN19l//Fm65knuv/sWF554jHj6DK+9/CKrAvvzPc4/9BBeM7MrnvWtewyTARfpT46488oR5cZPefTLz7M6PeCV71/jyvwl9MKcL/x7v8ZUlNfffBn1GRMt0hkambOwmRhrNKwNAecL0xgpjUeGjDiPUaHkTHKeLsA4DVhfp58pF4IJlBjx3lakaNtxvCkU02E7RSPoYPBLx4zC3Fhm88RCDN5MVbo6JgoTgw9Irl+gdcqk/udTV2sN4t1W1xepioUzYjJoE7CbDcUYkE0NX7cBtkybEmrQwISABS7vFPaf2+FLz32BL995hje/e5tXXnmVk9WKcjJi5gY7OKS16DqSTR0QnmRH1wjN7jkCG5hWeHWktKaMGbuFdJUSSOoxs4YpBCZtUJkIi4twdJ/eTUhRktuh6yzDlNBVVzOyEaR1MBYcibHPiFgGSUgU1GSymaDtyOsJcQZrTD17DxXHmaXeKHXqWt/e4iSIm+OD4IMFNlBCrZqlinMll/oQTIJQWblOLUUjZZ1rM6aPxKlwulZufnDA1Ws9x2e1idKFQGcs8/YX33+/fOWMCSkDol0lAKSIOkU3BdsIRQeMBsp4RgrnIBqWX/sVjL7Bn/2X3+Wd256HHtlnMsc89+vP8v1v/TXG70BOSBJODzYsHumYNityijTtOc5O19hUleXdcsblcxc4Pj0iNB05Rz5+7w7GGi49+hjlZJfrr7/D/uc/x6fzLkeHd2iAfNKz9/xDeO95+7s/5Oio8MBzT3Ny7S7DvGP/4S/x3o+/x+UnvkDZ3GG4cImzn7xL3rvDC//B73DvX1zl7r17LIwloCTX0peJRS9oF0hn1RkTbcN8VliNa2TmYB0x2ZCMwVtqkihmXLc1MGuiTNWtOfqEoWAng28zQ6wJJMUzGcccR9s6NAtx7vA6kWPGSaBgK+3QCMV0mLjGmgmvHbntkGkNg8F0DcUqRhPlZ4byuCLagBkLxlmM1AGG8TOsr29IykjRloJUJwuRmWaef8DyzD95hL/99X1e/c5tXnnxRe7eO8VTSH1m2UBZD0QVQpyYd47V8QG7F/cY1WBcBB9I3pFOq9TWuqmurH3C+zlOBOsybmnJbGVJ6lnsenKJLK0w5FSxk9uChY1rimuRMaFlonhLTgNSYCoDqayQpvn5EVg2HmcVEywpgm8MOXckG2A6gezQVIBFBYvlUEHqaUKQ7fbA15Sc5Npj1YlohNxn4gRp0xPPEme3jrjx9n1+8sYhtz4+Y8gw95ZusUNbJs7tfkL6XgGyCpUVNlKQWthtzBainGqPzVxBdhfMHlbK0Q/40V9cYzhVGuDkaOLX/uDXOfzBdxjXa4oVJBi0L9w9mtjdnTPfW3Lr5GO6acMmJhYlUmYW0cT+lUtMqzNsF+hL5t7ta9y7e5Ov/0dPs7ygrN5K3Pnpq9huwTO/+hS+2cHOHX7P8NH3/orjg8wDTz3B+tp19h9/nM1qpJiRxfxJrA88//f/Hg88cY784QE/+c5bxMWLfO2P/oD/7b/7l6STFUkCm/Upy4ueDcJ4NpG8oUFZtMrB3Q0ZJaSETokkkbSxdIuOzioDVSeXtqInNYZpzOx6h3oYDAQMQYShCENSUnEYr1gi1i0xWRlixgWLilI0Y5PBlAStYsThsjC1kWZT0KA165wjGjMlK6lkCCB9oYQCPzuz8x5nBPEDJc+xthqYBQWZEBoQS9ERtKEtmWfPWZ76J4/wld99gB998yavfPeH3Lh7n81YGFMm5zovSFg632INDMdrxMyI/Ypg6lGGFchJmGzl6mzOjhjpOD/3uIkqxyLiGodxFca1cAbrdxlWGbNQ4mAQ40lWUWeJY8KkhC+FKRZKKmxCoOk3ZNPgbSK7BTGNRCMEpwyrjHWRVGr6NU4bfFFEdimRWps0Gck9eRLEhlr5Mj9r4dRjG8EgUtDpkGmj3H37Q15+8RZvXV1xEoUkwl5jmM08wsC8mzP7JTGgX65jiHHbVYOSG8Ra1HiESDGWHM6T5Qo8/BDtxRPi1Q84eu0usxjx3tA2nk899zSz06v8xfeu1xQLBZlSbbgX4catQ2bzBU8+/Ti753c5PevZlBXTIGyONoTGs3PxIsHB3sMPIijHJ2e8+uf/hrAz58pnHyIfwbt/89e88Z1v8tY3/y1Ht9/l7NZdPvrpNfYf/BRZB5bLC6xP1+w+eZlhFJb7S3Yvt9x57Zs00yHvv/Eydhl480/eZnX4Ks8+91mchUDBNnVSN5SqQpQUsVppeyVrVVKkjMVj25YsoeoJAE89S6NAjIITpZ01bCQQM1gp1X+SR1JRNptIKYnBVL9j0YmBUtsMKdVDc5EavnahTs3VUBqFVOokdDKVOL5VJ+RsMWIxo1J8i/XV4WKbUikCwdYzTF/Ti9a2SK4TcuKEkCsVnjqYVC24XHhyGfj9P3yM//Cf/RFf/cbXkFlXD/tNjeVpqoDt9cFA1IIJgdIr5HoOmmMkl8hmk0g5Y7XQzXdp92aQRhILomnwoaXYDtoZyQrSLKvd3Fbpki7n0HY4Z2h2ZnRtPQIUY2g8hHEkl0LuJ/pVZFyfsekHxrOR1drBpuDSgJc10+qE1dGK43trpqNT8lAJ/JoDkgrWSuUHq4Vkq5+WXOcu05qcIv2pcO/qbV78wS1+/OYZ9zcGh2F/2XLp/IzFwrFshUWbaPwnje8pkGth1pQRzQbJIyodRlIlv7m7NAdvMl0/os4gtaob3IzLjz+LXV/jz/+X1zleR8RUanktamdSKRyveg6Ojnj4c88yrdckEsM4ISmznja0F85jCoTgufTwI6gk2tZx74NTXvn2NwmLPR7+/Kf4la/+NvsPPo3SIAnu/vQdNieRcAV2dvahcywv7HL35VdwvsN2Hc471D3Kndsf8PDf+gaWzLA65dYrE0//1tM88OCDpKLkBKYoZYwVtV+0RibHCdVakVOhthASEBP9VCekxrrKOHWuUvGxNY3S132K8YFu1lBwWGeIxjOsI9IYEolUInHcbK1YjoRCVIwVrCR8GhhzYbBgi8cSqh5DE2IUk7Q+4bWQFZyZMLlgQ4uxVUUoztVppRGKJIoUylQocaDEvsKq01CL55WHgmbIpeCS5XOXA3/8nzzPH/xnf8xTz38K2kqYz8HhZpZNGjElYWxmKMIUC/2YavY4CcSCaVtK2CENGd8E8rDGTHXIFGYdEizeKFMB3wrGB7Kfo9bTekfroZnN6IKFrqFt58xmHtsuMV2HUcGIoir1O425Tq37U7x3zLqGmUQWNpPXA+N6ZL2qOFO2+fAiDVocWQT1rp5mlKnOGYbMdHrGcPeIsw9v8MbLt3jz6pohF/Z2DI9dabl4oaHtfIUCuIauqQ/FT7ZylhpnU5NRNSBjJYrTIzlUvs0G0ibhJEKKqHEU37K4dIFnXniSYUrc3ESSWBTF26okd+pJufDY488wn11AS2aa6kW+SYbBwd7+Q4RZwxDXzC5dZn3rfZxxdN5RbKKzMz76znf46Xe+SWlG2jbwyFe/jG0tBx/c4eKVK1z967fIXU+3XICJ7O08wIXPPIFrHWEvMGss1771JnLhPvOHP1U7nfGU8a13+dxvvkCvpu6zneN4HUlT3fQbUdyiwzc1P2ydwTYB0xhM4xi25WS78IQdjyMhtlIzYp+q/VsDcSywzXCa4DElY7pAPygpmVoFlECOjlwSoeSaVkkRI5ZBkSzwTwAAIABJREFUE9lamj7hHRACxjto7LZ7OFUxUalYT2xDTgarU31YioI32KYgNmNTgNSjkmGwNUBfMrqtupEzlGpME431Ri6ZHQq/8+Xz/NF//o/4ym//GmHpWWfD6mjg6GjAzVsoSoqxupi0nmmGYHCNIZZIPl0xxom987vEaSRbV0MNJuOl3pC2bUhjxpiOHDy4hhQc4htcWxs4vvW42YywWNJ0hnZhcTsL/KzDNQEXWkiKpImmCSxmwnIBO0HpvME7h6jSSMIaQbCI1CRSCQbrO4xIzfyJoFqYTk/ZfHiDj196h+/92U/50Uu3iVPm8txzcafBCzjT4gOE1rOYtwTZMmx/wZ9ffs4pDSWBlAooYkuqzlmxLtUgcFbEGcoApVhkSHTnL/PU3h55vEt74SJRbmBUca7mHFPO5DiR/YKipzz5hV/D2o7HP7PAdDfJ48jjzz3GxQcb3vurvyFHy9nxKeuhJ4QdNv3EU88+xuVHL/PBS2+zngr2g9s8/OzjrO68zZ03b3N4uub8hZZLe5e48dI7PPnlz+FMwJ5vkfGUxaXz9Ksjllf2eOcH19i5fZ/9f/g1Hrn+FK+/9T5SnuLzvxe48thDHFz7mNWqoM0eyUVcdPWmHArBtzgfyeKxJtY8q2yJAQJ5TLgdw+Q8BqmDIQdtU6W5Zh1pRJhy/aKLBARFgiFaW21ZRrG+rjIaqpFLc2EoE6NbcN7EGhLHVJlPsJhS3XCIgahgAnU9A239FpEB0pj6hlQUTQb1GfBITKiZ0NJgsquXylbEK7YqBK0UTI6oVLqcLfC5BxrO/adf5OL5Gd/9N9+mL4YxKmcraGeFCUGmjNvayKyDUSop/2iIdHOY74KcHFZGkLfMuhqBzBicbUhay9wlFhKxvskFIWet1InGMaqgo8W6ljzW3HL0EyZZJIHszSiriUUH8wBzu2Zwis89RqHzjr2LHa6rSB6MQ8RjpXZq63akcpW1wOb4lKuvn/JXf3mP169XNeP+0vHggzs1yqdCHNeIOkIrNF7xagnNJ7WM+aY+bV31SVgL+CoYLapQzjB+QDShkkkJMJ4Lzz7NY7/1HO+/fpXNyQk7bcBYIaWINQaRjJ+1GB24dfNjfvLj7/LmK9+imFs8/9x5vvy1p7mwN/DuX75ELB7TeA4Oj8A2qArPPPcsn/nyU1x/9TUOTo9oWssDn/0U9956lbdffIcxG6w6zs7OCOc9u+cucvvdq5TiaXZrRCuVTLe8wGQz55/6Ei+9v+av/+w7fOmPvs658+e5fv0jbvzoFb74D36bnBNRDWdpIsWIFmHIpvb7KGicMDlT2NaYkqJjpsQe64S8qpE2l+vFnYbIzBTECm0zwxhDaxTJhaIZZx1yNuGcVhuzcUiBEALWUEVHJTIWWAaDsbp9ZVPwlQ+rGbJsn712Czy2tQljTca0YIxsK3IJnah+Fi0w9MhIjauJoLGnpFM0pbqCphHRHi3VHIaGWpciIwUenrf83h9/jt/9x38HbGGtwuakJ/cDw3pDzAObmMhRcY0jDiMgjFFYH5yx42x9DRdPNJCLIhYcgrUFJ5Fk6+/PhwAmU6zBaME6SzG2NoYcmNASWoNpBNs2OO8JXUMzm9PMG4y1NGbAyYSTEVHDksLD54W9/RmmC+Cair0Utn9r2aPkHtJEWvWc3FnxwTsr3v44oS5weeF54qFddoMh+AajgnNt/XlzRzMLhHmLM59w5SzTiLGzupdqWpQJqIkSLYrFos5BLyAB4T7Ozdj/23tshp7TY2V9dovlLGB6wacGoxUyrGmiaxqWOzNc0/HTn7yL/vQqTz7xIE5rO2FIhrEc47Rhb3mR+aXLPPrsp2nlhHdfeonrH99jjC1PPf8A7azlvdevEWYLcprwXshD4ORow5X9fY7ujxzcuM7O3nlsWw1d4aF94p2PefS3PscP/+pF7r5/xN7wNn/3P/59/vRf/PccHwaeuuQ5t7fLeHJMchXZosZRMoxpC+xylqyVcROsR3YEm4U4ZWwLrYP+ZMI5wTtLsR3tsqPEAuNAaBoe3fX85O5EycqmnwiNYEKLlQEbe1xrsfNC2hjWp1VUfGFRy974tgaq+4hRj9pIUanT0Bgx4hGbMWUAN0ebFpsLxXVU8riCZgwCU0SlrR7WZGtwvVjEgthSOTw5YEYBl6sEiIgmKvGAAhK43DX83T98FieW//Nff5NoAmIcdrbDWMCljF/6yioPhvWkTBjEeZaLDkl9XQTS1g9rLVmFJE0VbKlBLBQVnBc0JZKvPOUi1IGjcQxTfWuQuUEGoJ0wKtiUMRpwbk3phDwJFocJhZ1F4dz+jMXl2c9xO2oClBERy1ZOVps2w8h4dMrhnQ03bq5YDSNXZp4HLyzYcaWas0udTBsrmMYxax0dAjKxGj/hQGj7CSBVVZl4j5pYz6stFAlo2ZC9QeMGi8POOnR+jnvvb3j6b32WT//jP+bO3SM2Z0dYJyx2Wy4tdzk/3+Pc7g5zFyjTiuXuLsbPuLizQ+M74jiS8oTNGXWZg4Or3Hz/x7z+gz/ne9/+Pjc+PGIyDU3b1unecMpssUcfV2SUxbnztEvLcG/FyfqIvYvnyMPEyb2PaRYtNsF08CGlXCDJxK9+9Xfw7iLvfut9nn7kjC/95pdp5nvc+NFf8vRXnmcKAWstZtZhZgvsbIZmQaytchsM0jiStxgVxFvccgdvAy44aBuyerJarPN07ZyQI9NYXaf7Fxqa5v/m7M16dE2v87xrPcM7fFNV7Xn3PHCeTVK0ItFRRCMyEsHQgS07gAMEAXKe8/yIwH8hB4GAxMiBkQhWmNhGJCgSKYkm3RQndTc3u3v37j1V1Te9wzOsHKyPPJMC9ME+LXRXvc+01r2uKyDFc7UrVExCLCja2uD3dIDnh0RycPN8Q1SH5NEI8dVD46kaILR4523BxACuIK2HfmOIDxK4gAtqqvoTxV9rQMcKeUQ9lCkh6QjNSWdfihWjymy4FO/QXFAmOFHrcQZbrhXO2xXf+v3X+eZvfZXDNjFtLxkut5TDnmHeUYYDZbRB5dUycASqJPqbLTIdqVppKDYN4jEUa06MuVLnHc4bS0nKTFElkonOEWJr00Q1EAAXHK3OhCbjmobQRHxQqxGEjjQJ1QFB2SyU1TJw+35Ls+qt9yuAZAvlk6k1IlLJRZj3A4fHW64fHbk6Zs7byI0bLefrBiq40NO1kdC0RDLLBjopyNJTZIErHxONKWSqZiQkJHh85qQ2K6gzHIMjInrAhYyLiTI/Z/7oAR+894i/+LM/583PB/a1MHthrgPHNDHlgbEcyYywjNRx4sayZRET7z14m4eXVzy/nlH13Hn1VfpFwLWe4Tiw387UEZabhmUfKJL4yX94i/d++GNe+/yb6CSM055hvwWpbO4u2T7dE5dLlqtzymBY/qbJ1INn2k28/533ufPGDX7jW1+lyF1++m//Iy98+gUevPMO3/uTn/D6P/wHpHkmlUrIGDsoJ0LMFqELingllZkyDZTDSNkNTGmmlMk0gBV85/AyouOR8fIpWgTXwnrR03jHRQtSjxRN5KlSOk/0gSgwasvlVGnOI3fXDb4ma6/gcUScHyAKtBOOikqygoUXi1zWio8OEcWXZIQZqg1TaELmDCXbolRPnTJuLJTskd0Ex4ykCTTZeJ9irZugUDyak6k4VE8cWZtdPO9X/O5//2u8/snbvP94YBpH0jGhU6XxyjBYFDFky2if90JYBouDjntcwNp2WdFoIqcYAs4tcLlS8RTE8MoGckfEMrSiNoQeBVJq8D5Qy0xx4IIQGk9tIk0ISIiIa/Als1h5Vvc64qKD2FoxSD0qUH1rrlot5CmTrjO7D6559jQhNXDn7gW3Ljr6VsnVw5QgY16YRc/ZqmWzWtCow2sm+/5jnpzB46M3gBKKuhnnxHZ0rbjmhF0sEQkNaCBSuXowM1weSQn+9b/8A1oybdtQCAxDJdfKpDCNGUmZy6sDyBFX4dlBOV4eGcdMCHB2cYMuLHEitHHNVBK4hlwTb7z5BnNJPHu658nDHW0f+PSXPsfx+kBNI23wlHki7bZ8+M7Pae5e0K/PkK4jJ0VypVvfoO8a+oue8vQjwsLxl3/8gHkx8vnf+jUOW8+t+8rq7AbTfsdwODJsE808G9ZwPhCnA8KM7JK9dSSbm2Qs9M5Tgl0Zy25vlcqpcEwYkDolfJ7pG8+dhYBrGA+FZt0j25kyjBzGymGC9dJxtzVwtEsHiB46h+oOT2+LKykcd6b0SwJjsIA74AYLktequP2RirXI/FRPyIyEzAXvKppH24DnTHUOdZCzoLVFvI1lVQdaqk1i+HKa8s9QZ3sD+wanS+4s1vyX/8O/IJy1xL5hXypeHMNcGY+F4TBztR9JQ6ZJGXwg6Qwh0DhjHLhSYK4UpzSaCS5TfcSlAS+2KkvBBtBV6KTgfEEx8n7TAlS87/DJxETRC2sPXZvxEXzIhK6j74X+1i18F+z7Ps1silOkZqRWavWUITN8eMXVw5GrpwN977mIheXKI9WAXtGLrZXYslkYHG2cCrVO5FRx+WMCviLVPgQxwppnYdU+xap9WNaU2KKjoF6oTmg+8RqqMxcXF1w/hhxa8piR7CwOKACeF159jWEYOKrjuip9JzQxGlgpNty6fZPYNkzbTGxW3Dxf04mN9BzGzK1XbtK1gcZDmkaev/eEkva88canGMYRpMWVSrfs0OJ4/vQRvvHs332X49UVx8tL/BLaZc/i/j1e+tpneHkz8Pxyz1/+q2/zhd/5Ijdv3sPtn/LVr90HjUQSwkyuwjRNSIio7/BqPSytpir3sUHayKCFNFYkFPxiBShFCk2slHnkbBW50zlWTlk0lY6R7BU0cTxWhiPkQ+HWrYabTeT0y6O4zmZdE0hdQz0gMeK8oMHh9WiDBU01U5mYPkBrRX1PFoHBUKSKtcpqyrhpNglwCRa4iA1MI86b3QzN6HSAUqjziE4Z1YBMv6zmVvtZJRsnB4vBvfqi8nv/3X9D0wcjD1agCPOczZMZGqKD2zdWMB6RBLkYg1dOLb3Wz3SSSeJI2eOjUprGAhVe8b7QiCIhMEqL02hkDpeYvJBrJEjFxYpvzTTuUNqmEMpECI4aoVl6mk7xweOimIZEHYWAqjMvTRnJw8zu+Z6H788cB0ffBZY3WsIMwxQIbYPzAWkCfRtpmpbQCDF69ntlSpXiPma1tsTeqGw4anJUlyCADwXJEX41xZ/sD6kVV5Xl9V/TNx3D/oqXPv0mbkoWAD8ZhVU9PsBmveRwGJEQ2G0npuWarvF06vDOs+h62n7BmHfs9s9IaaAJpw/3aubqyTM+8fLraIX9/hK/WPHsF4/Y3F1y787rHLbPuXjlFZbrNfNw4Om773OYR3ZXE8dnWwKOw9MrchaiToR7Gx48hSfTnh/9+MBb3/4/ePXVl3n2eOTeZz9LriNzrqQ0keeBeZxoGkcnhVgGSjqemvWZfAo9LxYrvAfJhZqO9GdLvCrpmKlT4lZrFVm80nctJYEes0loo0f7wPnFTD9MSLFqKNGfFs2M4FA5InSoc9a7DAs0BmhOdLecUbXiD76eQMh2ddRktDoEqxZ7qBKQOuPGhKYJjYGSlV/WD0XMzerUkjtSoEo21Z6CFitIOSm4anZnp0u+9Ds3+PLfe5N5ykzFcXDC6Ao5Z45DouaZG+eeYZwZQzRZkPdUFyEX8ml206Uj2kEtI66KUQhVbW4V0DzTlZniKj4siH5BVGhisQJSEBzBSAo1kyd3GvIOLLuG7mKJ7+22oNjMqifjf9lOyg6nMO+PPPngwNOrma6F9SIQSiWLeeB96/FO6H1gGTNLl2EubK/2HIZqZrm/HVv7dy9Op5aAAFNn1wI5RSuEtCN6ipG5kogo6pQiytt/+B9ob91kc3PFprsyU3rbGNwY0CrcuXuHJ+8/YK6FchzoY0vZjRxzwTfQeqVIxfWG+59mpdTMolvQ4sl55u0fvs1iUXnjhZdI00CuFhz/8BePuP3CBZsbd+10unGDe594g/P+FlePH5OmArFncecGh/c/orlxj+PVnipKDp6zzQ2mufL9f/+AO5/9PITInc9/wnimXYe4/gTUaijHkaZzJOcpAjI7ooPQWqUzb69YLDpSVUJomQereOfq8T6w7COLzuJ1mhLiHJPz6DgjsTP+0MhJ++jRPEIVW6RtDzrY36dMuHlHrfYBiSpSMiwCTgISLP/pK7jjhEszpAEpIzhbwCV2UAWGkSqeEp014EsEBE3JsDHehE4qE66MVKfgvAHhThp2VEy3pwmpEx7HWdPy6//1f0G3bkh5YroaYbZ2zWE/2BjeWYfuj9Q8EUsith2BhPOAVJyrqDTEeQBRSi1kiZCEKpCrI1U1h4koOCh1Rpy3lkys1FTR4wHNllQqk+AvbrK+u+T8zQ2bT9y2b9WFE8LSoaG1boUaolP1yPHRM66eFBKRrnUsY6X1nnlWQhOI0RE6R7Nw+OAZ0sx2N3M4FEgJSRO+/9uHrf9ubm21iXAtEdXJCkPxYFeWMZuTwht+kegJKN5lxoNycXYg1Ynv/dUHNH1HPk6GAlktDNZ8HHh+ebBooAOcUksiDzPDYH2v0Hqcb5kPR0Qd5xc3WHQL9nWHJzEdlR+99TYXd1Z84ZNfpuZC0zbsn2358OfvsFgsuHr0iP7mTfoebn/qBlEdx8Oe4XigWSy48fIrdKsZ9fD07Z/zw//3z1gtIpsmsJGGu5+7z8J5aAXXnqHBUSkEV2m8QYkXUfHe0Pu1jSRxFHWo92gQDlcDJCWNEzqbOHWaJ3CV0DjysCdVRxsjsWlpRWgjxGmLj0Jt7MTSnKhTxhezaCkZzRWX8ymAYFVE0XyCGnvcbCQLcR7azgbHMc4w3tg/LlW74qXJEB1eTJlXqjFWRdBULSOcKjUrWpxV6zmdLgWUaKEHFwzTAqgEtAq1KhB59TMLfuPXP2Pyg2rulCFl9jnQebjz4m2Cc0zVG81OJk4rzBAjDqpUvDTUagUuh1Cc4lxjoYgKk3oqpovIs2WJc62UOVNrQU/Om9itWN46Y73qWd6/zer+Gcvba+LyzKxhnHjDmqzd5ATRgTxXdh9dsz9mNo1jESOxa0il0opj3drvtY9Ce9ooaoY6m26E6PBViB/35PQ+oprQOkBoUO8Q9UgQqvPUOCN1MFCuiGnSnODU8dd/+pC7n/ki6gKtC7hgVDIZJro2cjjucFoI4vAuMKXMPFVibKmuR5qG5e0X0SjM40hNM1kKQxoIOGLbsjhrmBB+/uA9qhtYRaHbLCj1iErH5eFD1mevMuyeknNmuNyxXPdoSgxjYiJx9tLCEjQS2bzwKjRLPnzyhM995jNsnw3UPBBXa/aPL5mOW+owWbIlNoxj4ZgdZzfPLDVSK6UokkakTPg0oSkzqcGTqwhxGem6nojn5q0NXdvgomO4uiI0wrrNtKHivCdNho7wTgjiqK4ahrGYPUu8va8IAZViIa4aqVrJajp0JdgJWid8PsIwUBtn+JmUTYtXQKuekCvJom3FBLQqoFO1n++DnVaYf0SRE/l/tkDGSeoj1NMm5uyU+RWdtaFvOn7t93+L2Bon+KimCxzzhOhEf7szkZBfGSxaQF3Be/8rYZEn4GPA52rOzFoQKScIteAAmSekOJJ6tNpB44tiSRmI85E+OO6dR87vnbN+YUF3saRbnxGagEQHXiymJ8YaEhepCSqBfBy4fN/ExqETYqh4rQRV2r4QK2YqwE78eSrsKxzU4p6Ng9A6XPcxXSlaJyCYnEiTyWFErPEcvf1BXIu2p5iYREQizaajvXGTF28OXO5mWt+QC/jYEtc9OSem7CCaQk19xjvo+9bKyzGyWPVcvPQS+XqLazzDWDg8f87Z7Q0u2z2+UYHpSPWFB++8z4/f+j7PHj+iJmFz+ybbD5/SbBzT8wOOhulokx8pK7Fd4OdCmgq5KFd/8zPaVeblz3yJmcwvfvEzEsI07chNy3tv/QRpFjRtx6Jf0i8bFqsWJwEKhBiRLkLjCOsNHo9Xj4SGUoyDVFIi7Y7E0y58EQKrMLDbVzabjjYGNCkFR7PojaM6ZEKIaAg2/xk8iL0t7d9J+upBa0Ly3hwcv7piKpoSFJvVLMHDXI0rHIydYyoBc3xIBm28jQuWgVqcCYRce8JvYEoJNSRorTa0jMpJs66mulMPWqk4o6FXZxwoDbzy2TO++vlXGaeJmiZqVUQF6R1lOOJDR+wC1bXUbFf45O3GTZkIsVKdMYAlZSTafKsKVK0kKuqglBFXt4iONu5FxkkllIR3cHbRc/ZSz/JeT3u+pOkgRCXGjhDMaQK/DAblUz55RMeB8WrP9roQ1HykSGWaM64V2uCRVuhdIURBEDRl0mCtqxZFCAT86XT+GIuz1Ingq5XJgVLs1KguQC7UmsANOO1AnQ0Ap8TFDeHO/ZZ33pk4OGF3PFBKYdm3tK5jHjN13htZYZypY6DxHeU4MNWIjJnzu/eQhWPcX1PzhIue6+s9MitN09CuGqJP+BiRGClBGPYzc4XgI9vrR7TtkqeHa8Cjv2zLnK+5fLrFtT3FJeaxcvmTB5y9/lnmZ47lReD22YbrrKScmcvMIQnf/X++y+31mvmYIWUWZCQlqBPjdCQfRnOGzDPNeKR6RXQCF6ldxPVGFgi14oPJdp0b0KNAbFguGquIt4GA4pwjuIpnIMTOJkuyDfe6xkEEisNXJZaEGg8Qqfl0dcZOxjqhLqBOkRNEWepsH3OpBqSugqHMM9KApgBMKBGXTalBqdTx9KV6e4NWpya6Op3mSv0VDlJrpToLhWtV6omAB45lB1/73W/gm8DcdWb8IrAMgshMGa4tzUSyZJBUU0w4pXpvzyqS6SI1MBVOOkVIpSKp4sScL1lbqvMk7U54H3szBg1sbq9ZvHqTxa0N4Xxjigp1UGeTF3nj0KoatsaJgyyk45bjo6ekHPE+W5slW7unDQVioGkDErwB6lTZj4WkSsB+N663jaDkjxlCQAMuZ/sfKgWNlUjASWF2FZcXCJFaEp6jSVkCuDIzEHnvFx9R1SbeV7GlX3um7aX9AV1kHDOESJWEaOb6ODHMGb9qeO0rv0a9ukaPiabr0KVn0MB1mREXWa43TKNBuI5Xe4J3hNaKIbkknj5+zHK1IKTE5eP3iCESFx3XTx5SVdh/9Au6m7dJ19csbm/Ikvjo4Xss7t3nt37vv+Izr36FG7cWtGd3+Oh7D7n94uf57X/xzxmpzNOei3VHxtEsVkyH2WxWUikUVouIHxMaWsbjgbyf8QuLKfou0nk4XwaibzhfL7ixMa1COAl0iigNla6N1Cy4OiLVIb5HQoMrVlQSnM1MBmBWxLXWdhCBbNdAisc521DNkWXkO9VkgYGihvyQgijU4vBlT0026V+cXVe1FpugyBVqOoG7FKnJfKG+sxNCIhKxVM8p6qgaUIzapzXgXMvL/8nr3LvVMQ4zmUCuhXt9QEpDHSpUUz9odbhsIBAVTy0eJKODkmVhUb0y4aLa7a4RQlSmomatS4V5EqMGetMVuqIsl8LmtRX9Zok7u4F0a0Ir1KZHT5njWg2l6ZyzedB8IM870nZk/mACmXEORIUSGnzbEYvQamLhs52+RZmTUiSiydQNofG0sWMOPWn+mJYx72e0WeACSPC4GkkAKrTSojFRgxmVVL09mstMGhPleuRvfvweMgirs3PW5yu2lzvmWpinEVeUmpXoHV0MHA4ZF5aIeL7w67/Jqj2Qx4Fx3jONMzJU5nlkup6I3hHIDGlHK4Xx+grdDTgReudx0bHfHijDnieP3mOYEuN0xfrWmi42QEF9Q62JsFyzvnVuvqqrJT/54/8baSvFP+Nr/+yf4uOCeej46u9/ixc+vWQRQNqelJSn25G5jhwHZbEKeHG0TUuzCiaUxd4epIQeDlZaV6gJbi57XrlYIFFo25Xtzk5xHpZNQ66mkWtjQ/WFWkbwGWkCpe3IEoyG7gXJFYkzmraUbgPS2iIMivpqFPJpj4JttqGxUxRPcRFxBc2Z+ktglZrQSdOEd8VcJWr6R3yGYoBmcqCeWmMiE1XNnUm1gQAah9NspjzVEwVdEG04u+H59Jc+yVwyqRRmMi/e3TDlkRp25BgJ6zWxTLgQsElgm3/UcA5uRc0JEXCilLmQmyUOpbhAoMH1HVo9MVQoBu4qUyLg6VuhO1/B4hyaxemUi3ipaDQQmXPx9FZOeJfsmn68Jn34jGdPjyyC4ktG8gzDETfPuCbgaBlHxaXMnDL7oyJScWK1gxg92QWc9wz549L3ZsVMagHXGxLBaaXMiiw6pDpCPlJDgQg1RqpzpJRwyy0+drQF2qUyH47srwaarkGdPZRztLjVNBfG2dH6hi99/Yvcvdvzgz/8I174yuf48O33UHE2mxgWHIeZu2crGt8xjYl2BVoz++lId7amX7Xo4NhfPae/cYPjew+Zzhd88LPHbC4uOLt9H7eBECLp2Y5alHixIrQdNz+zIdZv4g877mzucvbaDQ7PH/KT7/8r3n174P0fbVn1kSYXHBYugMghHek3C+T6yEylHiLtuie0nvnpNcEHo0rkzO3zyKJruLn2rFcFmb29o0JDORwhVZpGCdGszU2nyDBDdCgNMhnlXPKASmORvdPmCDMhXZNLA71lfJkz2iVTadSIEnDaUzYL3PFIKHZ7UXH2fh0nytKUG646KCfdgAacVLQEcBlHZ6NiiLGUkzea3cJOc/G2CeFMEamuUl1niRgPjYMv/9YX+d//zV8xVUG8I26WxKNQup4UW5Yk9i7SlGroyWL9Ype3lPbMim91IqqztFSaKTVTcjWJULJTuqjDTztyhcZ5gs605ytcI4izYXSjGoyob5DQUgWUbLcPVZgLOiTGy57D84GyLfhsfF5XLEzgtVIk0IZKajtSPZIPWP7YmSGBIBA7JBcmB5ytP97iVIJV74JH60QVM1IFAjI/WKNmAAAgAElEQVTvqc2SJIKbHKlmNDfQCrkeuXoirOOaJmR2V9dIbYi9maPyXCAITRVKElzsWUXP3Ts95y/3fOcPv02tldf6M5o7F/TOk59fI05p1yu6m+dMeYRoMbwYTbQbRpO7ZhUOGcYyGoXueqT78qtcP0n0qzVuHc3jkW1Hm6eB7/5P/zP3v/l17n7iHu35Hb7+1TdZLye++yd/zjtvPefZNNKXiW/++hf54ff+GqeB7aSsl0oqkeFqT2waAplDUMr1zNILadGSUyH4hluNEGpmUR3rVUdU8J2hFPNosqI0J5pz27n9XAz33yyQEAluoqi9UZxbIH7Gn5we4hLqo73fosMntXevj9iRCYFCrpMVfq482Rf7PYRT66RWtI244fQ2EqEWPYmpTFIrSaGPeBFUZrzaB1xFcbGzkPjpbSlqi9L05xYUqMFDdoi03P/8i9xaRx5fTfiwZn13TeEK55Z0TpmmSpBCykp10TaDrqHOjS2kGCH3jK7gqNQQoVR8iCdqu0mP0nC0KGouuHkw/MxZb4MMbrapm7Il5YKvHtGCuJaKw0lGa4S6JR0z8/MPmK48qfaE5cQiwzhVWlOTEVyh74SoI9ujWRqS88iUaIMnnOgT2QmSAmU4fLzFWTTgMzZQrQFhQZoLRbxZhI+O0G9w1fAPVY+UlJnbe1xsbnF2+zFPro4Mzy27aLOBhihs+s6cjkV44RMX5EPi0YPHPH2yQ13gzs0VD7//fS42LTnD0EVi9TQBnr3/kNp4Vl3PfpiJ3QJpjBMbVisO7zzkjRdfYxkd/cWK57uJn/7Jv6OpLetb9/mNf/a7dEE5PDnQnK04PvyAW5+6w/Toij/6w2/j+8wrX/oSbnfJrVdv8k/++Tfxizv0seHnHyj/2Se+xvzhAw7xfbpF4OlHV9y9GfHRUR4+ZbxOBF8Zk4NjQlwkaOFiE+id4/ZZZC0V4op5htYLWeB6DuzF8Ua0dNSiSbhqKXMfobiAq8GuG5hjUoN9tKXaNVq7gOyvUd9bbzBUam7AO4pLxhZKI961qI8WvcwzGlqcV5gmtIvkecQ1DZpmtHjK4JFzRYJAmalBITmIVrxyYnZpTYIXGy5ArPUibjq14MzJ4hTEB26+0PL7/+3v8D/+yz/iLA9s3ExoOmbXMEmmLQ5ZLGG7Q8tAdgs0zfhiqSY32Xu3cY5ZPUhCfYfWGYdjoiElc6VAxTuh6SLLVmkXnY1wCUg+UkY1jbyfgA5xzoAy5QDTnuHqyP5n73D5oyPbq0rXOIbRvC8hWvg+dj01D+yPZyhbdFQO6u3tHgQcxEXDnBWykuqE6N/+5vy7LWNlQlxC6CkSCOWIts7kqiKUcCCGiKiNd6nM1JzY3Drj+cNHjPuJTQfXwRmv9WJF3o14VUQrPmdShd1HlxyLEBaBNlgg+jCNnN3YsL/cM2uiRYiLhq4LPN1NRCrLEJiqyRNUlcM00x0Hgu9Iec/F/Vd4+y9+xsFXHC2DCIuSkHLk+tFz4s07jLtn1Kycbb7A7vA+WiLPPhiI/scsFnf4y7/8Hp0O/OZXbvKn/3HH3TtnfPazb1Dcik995dPc/cYXefLWj7l+9wE/eutvuLnqmIt9NI7MjKcPwqb1VBXW6471siV0p0kRCdRgBZxRHDhH2xu1oBfwfYdqtLej61GmU6HAOLo+NriaCWIJLadQw9ISMqVSS8F5pY4jrushVKprUc04jdQyIc60f3VSe9/laj1NpwjOwuRSKPOp3upAU8TFSs2nn1/m0+CDUP3pSh1OKSU81Ztr1QpSQDXG0utf/zQX8f+i8eA60LhkFlMRljLhptmSUdXhThnbggUhHKaCL87R5EpyiuhsXk1GfHVkEWtD1QquwDwTmkhY+FNMOdsyKAecTlS5sA0sNEiaoRZyKtT9kemjmWlbkLEijd0sQtswJesxN3UiohTdkbNn0GJv4WwDEaFvjTLvHeP2SA3ewit/2/r7uxZn9fZBFSlIns0XUQUXJpwUYvD4WsBVJAgahRwjkyQutzPTPHL57JIYGxZtS00zOOMETdkm3DUK+0OhToV+uWRKmZxHolN2uz3bYc+cjRAgTtle7XCiRA3ERU8ZBqbDwYpGvpqsxkPJGd/3TCpcPn7CJz7597i53nCxPud4ec2TDwdKGSml4+kHO9oXOvrFgq/99reIsWHa79jcPacrhZvnZ3zv+1ue7wv74ci7P/opf/nd7/KdP/sO3/2DP+AH/+ZP6NaOL/z9L2HStfFko4oUhUJl3cFmYamXDiNC5GyZ1uojc4b9WOka0wX6lOn7FgmeiE21SJ4R36KdnYTe/TJXGqA4kAYtZnh1ZbKhaeetPxii+TyLpV5U3SmPqmSNaLaoXo2GpKk6mxy2zObMEbUPORdqtnyzQ3DOU/Ngb94KRYy5g4sm9nEWRjCLpEMqaDUyoMuei5eX3L6zZh0dsQpeEpIzlRYXAuSAtAuCKCHY25cqBtD2lRwESTMlihW+EGIs1raJjuAyLg+g4MWmrGCmzorOB8gKerBpnQLCjLpgGwETWhI6j6TrLXlrvpY5RsysUahamItVulPB3KLzzDQl5nEmj5nqPaFvaYO90aXM+LgAOqvpfJzFqdmgxqCohyrFhl6rsysqCalizWwSkq3w4boFrUBb7fURm8g8HchZqAm0OII3n6NqoG08t26d4fHMKeFiyzjMpGRT8LH1dOs1x+2eac6UrPiuxy86ingyQBRiA3k+cjgOnN25w7P3P+LWG58iNmc82b3Nm5/5Ci5Wxu2B85fXpMPEYfeM5TJw+VFmef8ON1+7xeuvvkatLaubN1GX6XTmefasNy23u0AtHq32S3704AlZJn74F2+Tnv2E3pvOL02J4+6ARzhrA7GBGB0LH+naBsXRRDnF2wq7MbFPynIRWS5W0Aaa1toZNRQUh28E58GnjFNzkqDORr16j7oZqXskJIvnOQUJSDFESRU1GTIFcbOFBfBIAVHLqpINpYK0FNf8aniampFiKFCpFtqreaLKYPADzYgTy+iW2fqyrlqetVRwNi/K6Q1aq4ILtJ3ns598iXV0lHE0rWS7wDUF9R3Je9Jo+d2aCt4prXdkD7EKQbzR612wSnMRkkbA4TRRsic0HW3n8E6JejRw99Ul6XAkT1vqcYA6ICcahBMx/mytlGpD52mXGa4yRSOhQp4z4huyeIoL5FLIFTQsuJoj2+1MmhXpHN2yo208pUZSUlvEtRK8NxrGx1mcUufTCJBlIFVOJxiCFoXsbBphqhCqhYKloY/CatWw7FqEQNZKblo02eNeo6CSSQgX6w0v3L1lIzjHneVT50TCk+eZ+TjhGofLFXWB2Hik7dgdjhynI33TAR6q0oQlMzaYfff11/nF24/ZPf05X/nGN2EHj5/9hBc+9TmeP9jz+N0HLO7dgug5Hife/d6f8+zhE7TOfO4ffYvNYkMZjjRnK55eF1RgeWtNPYxcX17jjgdaKbRNRKfMfkj85KdbnmxHkoyoJKpaoaDTTO8CPcrZwkEBsEKRiwUQ9vuJ62OiDYInsYie4KpN9Bdw3iM+4LRSfbAixqln6UJnQXQXqXFNKUYpoExoMR6t04pPE95HI8/XDucaRGeb3zwJXQXF1YIUiPLLWE5AtaHO2QIHoUDJVASnjYVAqsX6RE5enZROJ1FFSZYrdd6GltFfweO8q3z9P/8Km02H12wJJGaYkpmr1eYzKR51MJymaLrQWUFIBR8bwqmZL1FwLlBDYygdr6dRNyEG00CgmeHRMw7vX5Eud0xXT0m7maIz9RSup2bbcMpErYly2FPFM+cM44gglFIp84nWIdHqDHngejtzeTkyq9Ite9rTwEd2gjIyToU5z9RysFv1x1mcNUSQgi+GInR4pFjfrApWDQwCY8GNPSqBkGdcHrg4jyQSt29f0DSeOUF2HmKDU0csDa+9fJ9X3rjLsHvK9vmB45CpDmLfsVwvqZroVmv2+4Htbs+q7/AuEFuhZGE4jLz0mS9RxLFqOlLNuLhm1TdsP3qXxWKDLy3tamS17nj77adsdcfL//Cr3P3Cb/LhWz9gcWNB37W0y5v89Hu/4NkTzzRe88lv/Kf07j53773EF//R76EzLI4Ksad0K4bYE6ojeKWop+RK0Uiuis+e/aEgXmiXnsXa2wzhCdglMZKEU+pnQuvE40Nhcg2LlUedsOgiXm0Cw/mAC6cKaXPCg8SIxt4WaDlAzkieCHWmERv0FedwsZDHo02HiECdEYIF5zWfANABQkR8pEi1WU2p5Olom0NWmA5G1swZPSbzdOKog+FSfxWS1wzFwvXOn3QOVcCpEepPBi9IFHVI7XjpK2/wiTtLmq43+gZwfZ2YDoLOM1nFwhC+JfqCxIoPxo8tPlBKocYK3uKgFnaA6hpcVDqpRCxUFZuAC4UpeZ7//IrnP/2Qw/sju/cfkbMD3xh5QS0sX8oExyNp6yjJQ0oci2MeC/M8M82e6h1+2ZGqMCRvoYwYCd2S6G1CKWULcqRRSEkJDeQq1OZjznOqs0hWpQOdcMVbwSF5q8LJhE5CXfRUsd23hAhlR2g7InC2bhiOe2otlGptj5dffpHXP32fUAd+8tO/4ReXI9d5ZioVsqJuIlYP2pKvR8oMfdPTtEturFZsbqwJQdhdJ3aXH7LsA771zEeh7+HNL3yZj37+iN3uMbvrKz5656e88ve/yCq2/NW3/z1P3vouTbgkri4I2nB1+T7Xj96mzgeudpfk6Qb3v/FlVjfO+Mo/+cc4/wjvE/P1NfNcSLsR8kxKmd3VyJyO+GAP/3xMVM2sup5GhWUWeiKLNrJperqmwbWeWAZ7l6lQFR4fockD68azajvWIkhY4YNC6CmlOUmjQJLDywShMT2G85TS4KSxSJ5gbhTvqJMitUWKNeApUP0SJpuRrAQkbY3AlwfclNFScdgpVvOIaSSEUhwlKEpPDcluVWKmZqeCZPtaVMQCB8UKSNV5E8z603sWTgUzhxBZrpQXXnsB3xQqmWlK7HZHdo+v2F1PHK+P6HGEacJXoeZMSpU2Kp0HorMreKPgW/vgJRODp+sbYulYRCueSWxxvkMUjmPl+t1Lnj54zvw8gzi8V8OMip5EuUrZWyAm5YmqdgLOKXMcgCbSiSMMA/OYOR4SxzHTbXq6vkOaFlUTJg1TJaVq6NRJCFqNnPFxFqebJ/uFlwnFUagUFaqzcSfHHXsDFfuPlOCRmklXmXBeLZ8ogc4tiF5opBBj4uryEQ/e+TnvX+5JCtEFOh9ouojrexZNz7S9YnmxxPXR+qxRCVrZHQ9MT7dcLBdsmkCtB5bLlt0uMwu0vYM6kueRw/WAFaQ3lMPE3VuR+zdf4a0//Su+87/+a/aPn9PdW3Lj/qvMdea43fHoB+/w6NE7TM+fcO+3P0t/f8EP/vgtzjYtLFtqCExdy3odyCWhyyWz7/A+4mbTlh8L6HxAmOgWDh+UTivLhZCzEsYRddWqqRXIhadPRy7uXtAgLOPMoqs4d5qiKAnvR0qyU8c1FUmFwIR2G3CCj2JvxRhNzxeGE14m42OHNA7XLijSGwfIeQNH45DY2WKvzgzQ3iKbkiY0OUo+jaalGRVFODXwisIpK6q+WBEp24auVEN6iLNNomJX75pxTlCUKg6tQrtoeOErnyM2AdLA9eMrxmc7dvs9lx88Y/t8x/UkHPYj4+HAPAdwlTIHclF8bKgacNlSVl5tU2hbh5uONOuC6zraVo14Hz2OgpOWqfaksiE3F0jToDHa2/l0AyjTwLwPzIPiZgN4g5D7Uyg/F4iRyUUOk2MWJTaBZStEX/F5Zt4P5KRk15BSokaHpGSEhTJ9vMVZ55lcTQ6qxd4bOCzaVAtMWytVa0bmQnRHvC8MV5dMo0ezTZ5nPZ7K34U6ZoZ94ThkczUOCZ1n6Bpc9HSS2HRLatdwuLziMFsi5vzGObTCYSpMeWa4fsZy3XN4vuXZ8x0pj4Q6sTw/5/2//iFdt0SbFl8z99/8NMvzDffe/Br98sDqvGW3nfj+H3+HH//bb3P/y59Gp4osHbdf3JCffsgP/ugPuXr3p/zsf/s/ef70iqZ4liGx3R7J+z3RFZJ6GPaU40hOiclNFNfSiBhtLTbEUAlBWawagioxgkZPTZZprWHJXApH33DRZNrWcdE6W5gxGXnPNZR6+p1rtV5kiNRZoTxH294+Sj/hZLLdXxq8zIgvFEZqrVRXEF+tsNc5UHDpgKhScodIMs1dadA8Q/QWKaxWiCIC2Zn2zkWYJ6gjQkCznTwqjlOmjuKCFX6yJYpQY+papM+QkSJ2kmw+/zJaEx++N7G7nnj2aOK4Hdk/3bJ78hHbD5+wu57Z7wr77YH91d6kuklJR4OapQwMEzhPaIzS4SVQcqGNicYpgYg4m1oRp3hXaNxMuzZqgrgGCDZEXo7k/Y7xcsd4lclVKDkwHfYct5XSK11TqTWz3xvNIaVCu2ppVufgHUOpzOrJTqjzjDpPWzNx0xPbjlk+ptk6NRvUJ9T1SOgp2bKDKhlXIxobK2goMEGRSJQ9mgqHp5d06yUSlbKvJA+xDfjQ4r2SZhvYjR4qER2yeUPWKy63z9mcXXDYHRjnStcF3MlK5VxhHI64Epj3W4K3USoRIQYhHwYutwdu3rnJrdaTk/D0/Z/z8pe/yt1PHHn4wKGjMM57+sWaxw8e8ta/+1/YnN/n8ZOHdOslL77+Is/efcKTt99l++ARay8EBqL2TPOW0DbkQ2YWC2OHYLCymgutn2gXHefrhtgIHZl19CziiSdq/XDY9GSNNPNzrneZLsy0Elk0geVmiSvFpl70ZHSLEeeMLq59j6vJFIC5scqxVOuHVlAnuKI256lqxPJUUO8g1VMvUHF9C3WiiM2nkhyutd6hlgA+osHQqIo1zgUDcOlhj+sbIy8wIqXDzdb/q2nENb21V5xaY5QDOOMtqRplA9ec0jiF9t6anS557/3nHEdlHCvN05FpSjSLlsKRtJuZgyILj3ML2nWC/R7nIt3Csr0SI1WhFahxRVjs6WsxUF3jSNuBPB2oY0J0wrWR0DraG2eEGDHP2GhM2mliHjLz5UStcEzCPo1c7wPTtGdxvkCiMo6ZYcyMc6HfGOWvWTjSAXL15FqozqPR0Zygea6NlJT+ruX3/3OtnQ626EqlpIM9kKuHZBPmIsmqaQjOZzwTtC2Ng92zgb5fMVzPDF4Q9fTi2XStVfJmZc4Tc/bUIsQQuLHsESaOVdFSmKXakC2F8dmWNnT0QWi7BSE68nFiuNqxagPVJVwMfPDO2/gmMtPzwic/zae+/husFy+i84CifPYffAvvKp//0jeQPLBwCx7/7JLd5UOWmyUaG979q7+g7Wd6PePDh4/wMaLOcZhHxhJZxsDsWpIKczFvY20c4Iitx+eZzSJy5oR+0bHuI0vviFLtzV7Bp4IbLjmUyN882PPCrSVdAzfOOptRrda/VAQn2cLkLuK8EfPVBbQRqy6mvY3rRQdiVV1ig5TBniY1ocyIZpzLhnosipuuUAVJlTpuQQIlZbOW92urtI4CZNCTQh45ITQDTALFnYgHM9UlG2vTk/xH0snQZd+Nk4rUZP8U/r/2zq3Z0qsqw888fqe19qE73QmkSQgBIQooVeid3qBVWv5H/4R3lhYlygWWRgMRUAiQNJKkd+9ee++11neah+HFWHAHF7khF3v8gFXrNL855xjv+7zGZnCCFUMMGTc85PktJGPwtoUwMC2W4z6zXO3Y3RzY3U4cDsLt9TU3T6+4vbrj5sM9Vx/esduNyod6sWdeBRl32uluGkyz0VCp2LK4wGHyLMUjKRPPCt3lBhOdyh1L0XCi/Z709Mi0d8yzcHucOdxNLDkxB0eMjpQMyyKMx4XQezabjvPBkCdYl8RaLVkPCSfLnrpjCIFcrWqGP8nOWU3UH7uehM/OIGU+heQYWCsuplMMmkMk6rwoQD1amq7n5nBLSSsmRh24y6y5IK5iT5IubV4YmqHh6tmMEYOtlXUWqjNEH/HecJwOOOtpbKE6Q3YNXjyFlbNtR1krcw6cf3YAhLf/49/5i7/5axC4e7bjwSuf4fwPznHtJTfP3+PJK18iyZFXLl7CPNwiTeb1P33CP373n9jvP+TsuscZDROqWZinig9C03r2NzrLsz7qoD0LrQ+ELhKycnOaEOgaw1mnplobLSXrKCrNC8V3XH34nHefJb72VsfmTNj4Bet7TF5x0cCaKNVjfaJKUBlcrjrbTL/OhLSUqiZlu86Uo9OsluxOR9NCloBBVKzgZ4zrqKY9vRba/c0LNkRqyZjxCKFgXdS7bDFKwrAn4FWyiK3YtUJXEGlP5vtT4rNYpBSs8b9hHJdqVTxvdCc2Fd3VRTDGsfnqV7F//zYxeKiZtmnY9ho9OWWdo6dlJY83lGAwGYo7amrXPoBzhFata82+cNEVJRNiOAsHnM1QFtp+YPOmgUWbXD5eYpxgw6Bai3SkTEeWjyfGZzPHu4Xnd5mbUThkw1ozrWlIuZJTYhxXTBPpNy1dN5CNZZVMNirAKLZg84r1HhcbXDuQx4laMlk+aRzDknVkYg1FKkjQyPmiwgOxgerBWkvNlsoR42C/G9lNPX0X6fsN2QSkFFrfcbvbk0LAYyglI3jOu4Htec/dzZ4lJbrGQjCUmrHWU3LSVv/pIdF0AYme/e6AyEKwHaUUfGjoAsz7PcvNC8rqeOd7/8Kbn/s6OR148Oojrv/zZ3z9W3/Oj/75e4zpyOe//E0annPx6JLvf+cfePfv/oe5QL6p3NytnEeDf7Rlul0YmwOb0DHNs8qwCgQp5JoJTQvLjJkWYusZYqSVzKPGE0I8hdWCqWoOIGXm45633ztykyrDeeSyh8aLoi2C1RApPD72mmlZ88k0rdar37iEjMOYnlrBxA5JC0bAehWkVzkZrHNCmjNYquIxatJAohgx6wLBUUmK5mCGVDVuwzVUSZiyKnza6f/BFqexDbNoNEMGCb8ORiqI05gKZ6qqhQyK/Kin7JYqCjYTMGK5fP0RLvSkWumiHne3lz05Z9xYyaayrpVpzBQHU0aN5xZcWSnOYsNEyZmL7S3jtiGnFZcMxwN0fUO8cJxfdrAI64sZ6SLt44hvWoWHSUHWhXR3YPl45LBbeH49c31TuDmujGtl0wRCnxn3hmRUDjk0Qj802FaYbm6Yq9L8CoVgPGupBKoGIJfCnDLeVnL67aOU3+1KOQ1vjUWf0BSMc9rBrZrS7IpVFQoLJigp7yfvHymvP0bWhTWrCLltA8UmFgFfCiUDxtH3kVdffcz7v/olLnvsmpEY1eVvDBShHzokrdTgwRuKdZQ5c3Y2cLwbaWJgP0/4rcHUzHJXKN6yPW8oz2d+mt7hj77xl9x+9IKzJ5+l6We+8a2/JX/8A8brnzPlhlKf8vJbf8Yv3nmbpe4xRYjWKuTsdmRJGbGBYITDotkcxkKRonK0KeEchC7QNpVNVxmwRF+xtmDXWcNu3Um+JjM//MlzfnRTeTBEzk3hce9xPoCs4Hv8vJJdg1ilu5uqmmQVvqsVCVOVkOdVIF/XAj5g8wzisM5TxWizJzSIUcqeq5PyeaqnymmHFc0XlaaBMuK8NqIkrypGODlO5CSCIFRt/hSLCYXKismCeBCrpmYx+r6kLiAdtSiFXW9UKrkTFHHSbyuvvnLOx9fP8G2PMZbgDM4agouUpeAk4LrA7XGliaooG6eVUjLZW/I4Ik3D9W7komuZ72aOjxoee8fnv3bOxZuX+Lay7AW5LcQe4hDxVu/i1JG0TqyHielm5eqjzPWucjVVjqM6VprH59Q6s6yF4BztJtL2nthvFFJHp4zgdcVIYg0NNp6AY04QU4nBsK6WMn9ChZDggUKVExrRGrI4ihdy0dwU03hE1EhqjaOkAmHAOj2q7K7vKFZRgdNhxTiLix7jLMNZTx8dz5/9H+Oy0G46bKgYm5lzViauZFyreIrj4QAkSk7UNRO948GjM8Y8s5bC3W7EWsfZWYN1nkEsxc4cX9zw43e/Qy6V9PwZx9ueaf4p7uEb5NCzn++4/ijjXeLi5c/QFgVXe6OWrcO4Is7R+ZY1bpBhwDYRHzxr0nsEpuKrMHhhYzy+Os76SBMHNVibhmr1fkZNfPD0yNtX4Ezk8XnkydbjnKieNbQnWJZRarkYnI1g9QpRT7klCm/2EFpIIKHBG7V4ESNis1Ld04xgsdFhUsKWjJisHNyyQNJ4CZFEsVYF9F6jCowUBWg5OaFNMjaJqmfI4J16RnM5sYoyUqzG3TNro6qouZ1yMl0LJ7aQ6oeQrGnZtvDmX31TP6Y3WC+EvqVtGkIbCY2h6RwuWPom0NVMGzTf07hASYWldMxL4eZW+OVu4udPD3z4tBIennHxxQcMlw0xRLwPxI3SHUP06t+sUHMiL3uW6yNXz458eJPYzYXDlMFUttsOyQcIjqUKJXqiN3irjdJFBHEZ8oS1QhJDzgVyITQBawNVHKka1mVkv+w/2eI0VQXNpqxUW7BisS5po0BGjPIxdLBdDFKFZUrI0NPYjrNtxHhLqAWfC1UsttliXeDxo4eEOrO7PXJ7qATvYJ2QCmkKrLnwoO0JzmGSYU4LPmwoi4rbh/MtxzRyPEysY8JZT82J/d0tZ2cdfVEJ1nYbGaJHdju+/2/f5fr6jvPPb3HbJ9RN5nqXuXz4Bl/8k6/w+hcf8nB7TjqlqEVvmNeVkUouBTveMN/uYDpAroy5aGCR0eTti23DeR8ZBsM2WjpraV1GSsE78OuMs4UXNwv/+ouJW/FcnHtee9IzNAa7CsY7IMOqAG9j1I1f00F3OKut9+JOMRlBIASqb7HMFDymFKoKjvUHPsHAyFkZQqZQ2peoEhVrWk8ywdVg1xWmRXflZdLMTufU2lQSNWdEFsQXqouneWU5UQqMLlZ1RSM1UnP6jQRR3KpdXzFYmVGlvAKoVbzd8PI3vgCNp1ajaOfQ8F0AAASQSURBVBVjwVsl2cWAHwZFvmwa2oueEA1dDARXcOgIxdieRSqzG7jaFUrKfO71ns0rPbFx2MEid1eU3URz3uGbgPMGw4hZj6y3iRdPF57+bOHjfeXZbYY4sB0iMbbUGFhTgWJpYiRuzonbgXWG5TAzHmeW6hhLILmGWirEiAtB35/TL0RMUOnrJ9o5a1bZl416dApQs9NZDWo7KsWAL4hbyQ6mfeXMJNqhJVEZ+gFTEhWd/fXe8PClC9b5jmMx2LahrjPGRqZ1JXQt1WZqmlnzzGbbkUslV6FpG6qLWG8RZ8iL8klpW6QmhhCx4nn/g19x8fABxe55dHFJEyzJLqxL5r1332F8/0B3tqV/9CWefOnL+O3AzdMX/Py/PuDlNz5D9NANPdk4xlJpjCdXmIojJ8VSriUT2jMGp+L91hQePWpprKMbGtrg6DpPDj3GBoqP5GB5fpP5zg+uuV4KvSx84aHntfNOpw0mYU7pYCoyDRBE3TauwaZ0oo9XDa6tCyYXXEl4OVKLuliq21DDgImebNDmnWu1GxsbcA532GHNchKlg00TCb2/1WognVhBdsbUogaIbDB4qkRYs/KHDnv8LLhakWk5zcMFm9DoPPGUsir2JMvpSG6oSXdQBWgJUgLWWLbnnrOLLXVO2FyQacQYT7AeHzzRWGKthHaL7QL+bENoHZuhZTgbiAaCTDSxoc4zVRJdTXSbTOMsziZc2rMeFkIXiOcWMQ5TZuoyMu923Hxwy3vv3PGTD/Y82x3I1WDqqPR5t7CkzDJb+sueZggEp6FFxzSznxPLcWGxlZoWTB6xOWG9hdBBt4FcWVJFEL0zf5LFmUWhyKVkNdgWwYQOVz2YBfFVI+7sKcNDhCyZOeqAejwWhosNOQSsMURXkfWOF8+vOExZOTMlEWPAzhM1W0yqRLSTpjhZYXxxiycQ2wbfebwYjBRyFtVqLgsVgwyBzdBR6JinK17pnzAXZWK05oytNbS94f0ff5v5o2ds8i+5fOsBy+HIIU1s//CP+Wj8CIchxMKcVMpV7IIzIF2k6zrKOiMG8vEF1hoGl7jo9Vjr8syZrAxmAWOpsijVQEYOh8S3377ivTswIfLVN17iK48CL/VgcsYafeAJvbb9qZgsOvynKO1OVsSE0x3QUWiRtFCtqAHeFqwcsYxK38PgYo+3lWITYT1iT4KBapUva2pVY72r2hmuiWxEbVQVasraU5B6AnZN6rEs6sktZOx4akJhsUXdRGIcUmZtjBhR/IfomEJs1J0TC0UU8lwN0S289tZr5OxZciU5T/FoNmiwGFkodsXmI0agxTP0DU0baYOjv3Qq0SuZ4CyhHWi8oRwz63IDKZGzJ24f0bw0qHqqLKRlZPx4x+4XEz/89kf89/8euV48qXhMA95YfF9Ih8wyZbIsXGwcTdtjQuC4Tkx3CTGZ2gzYUTBZ1Vnt5TldGGhaRz7csawzvhrKDE347fI9I7/DiX1f93Vfv7/63WjM+7qv+/q91f3ivK/7+pTW/eK8r/v6lNb94ryv+/qU1v3ivK/7+pTW/eK8r/v6lNb/A1c4+J/J24JxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图片先缩放到稍大尺寸\n",
    "x = tf.image.resize(pic_lena, [244, 244])\n",
    "# 再随机裁剪到合适尺寸\n",
    "x = tf.image.random_crop(x, [224,224,3])\n",
    "plt.imshow(x / 255.)\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
